Conferences

1. [IOT] Michael H. Ostertag, Jason Ma, Tajana RosingRemote Sensing with UAV and Mobile Recharging Vehicle Rendezvous”, 2022 Design, Automation, and Test in Europe (DATE) Conference

2. [HD PIM] Arpan Dutta, Saransh Gupta, Behnam Khaleghi, RishiKanth Chandrasekaran, Weihong Xu, Tajana RosingHDnn-PIM: Efficient in Memory Design of Hyperdimensional Computing with Feature Extraction”, GLSVLSI, 2022

3. [ML] Behnam Khaleghi, Uday Mallappa, Duygu Yaldiz, Haichao Yang, Monil Shah, Jaeyoung Kang, Tajana RosingPatterNet: Explore and Exploit Filter Patterns for Efficient Deep Neural Networks”, Design Automation Conference (DAC), 2022

4. [HD] Behnam Khaleghi, Jaeyoung Kang, Hanyang Xu, Justin Morris, Tajana RosingGENERIC: Highly Efficient Learning Engine on Edge using Hyperdimensional Computing”, Design Automation Conference (DAC), 2022

5. [HD] Justin Morris, Hin Wai Lui, Kenneth Stewart, Behnam Khaleghi, Anthony Thomas, Thiago Marback, Baris Aksanli, Emre Neftci Tajana RosingHyperSpike: HyperDimensional Computing for More Efficient and Robust Spiking Neural Networks”, Design Automation and Test in Europe (DATE), 2022

6. [HD] Jaeyoung Kang, Behnam Khaleghi, Yeseong Kim, Tajana RosingXCelHD: An Efficient GPU-Powered Hyperdimensional Computing with Parallelized Training”, ASP-DAC, 2022

7. [IOT] [ML] Emily Ekaireb, Xiaofan Yu, Kazim Ergun, Quanling Zhao, Kai Lee, Muhammad Huzaifa, Tajana Rosingns3-fl: Simulating Federated Learning with ns-3”, The workshop on ns-3 (WNS3), 2022

8. [IOT] [ML] Jinhao Liu, Xiaofan Yu, Tajana RosingSelf-Train: Self-Supervised On-Device Training for Post-Deployment Adaptation”, IEEE International Conference on Smart Internet of Things (SmartIoT), 2022

9. [ML] Sahand Salamat, Sumiran Shubhi, Behnam Khaleghi, Tajana RosingResidue-Net: Multiplication-free Neural Network by In-situ, No-loss Migration to Residue Number Systems”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

10. [HD] Yunhui Guo, Mohsen Imani, Jaeyoung Kang, Sahand Salamat, Justin Morris, Baris Aksanli, Yeseong Kim, Tajana RosingHyperRec: Efficient Recommender Systems with Hyperdimensional Computing”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

11. [PIM] Minxuan Zhou, Mohsen Imani, Yeseong Kim, Saransh Gupta, Tajana RosingDP-Sim: A Full-stack Simulation Infrastructure for Digital Processing In-Memory Architectures”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

12. [IOT] Kazim Ergun, Raid Ayoub, Pietro Mercati, Dan Liu, Tajana RosingEnergy and QoS-Aware Dynamic Reliability Management of IoT Edge Computing Systems”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

13. [HD] Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana RosingHyDREA: Towards More Robust and Efficient Machine Learning Systems with Hyperdimensional Computing”, IEEE Design, Automation, and Test in Europe Conference (DATE) 2021

14. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliOPELRUL: Optimally Weighted Ensemble Learner for Remaining Useful Life Prediction”, IEEE International Conference on Prognostics and Health Management, 2021

15. [Energy] Sahand Salamat, Armin Haj Aboutalebi, Behnam Khaleghi, Joo Hwan Lee, Yang Seok Ki, Tajana RosingNASCENT: Near-Storage Acceleration of Database Sort on SmartSSD”, International Symposium on Field-Programmable Gate Arrays (FPGA), 2021.

16. [HD] Mohsen Imani, Zhuowen Zou, Samuel Bosch, Sanjay Anantha Rao, Sahand Salamat, Venkatesh Kumar, Yeseong Kim, Tajana RosingRevisiting HyperDimensional Learning for FPGA and Low-Power Architectures”, 2021 IEEE International Symposium on High-Performance Computer Architecture

17. [IOT] Xiaofan Yu, Weihong Xu, Ludmila Cherkasova, Tajana Šimunić Rosing.Automating Reliable and Fault-Tolerant Design of LoRa-based IoT Networks”, International Conference on Network and Service Management (CNSM), 2021. (Best Paper Award)

18. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliCAHEROS: Constraint-Aware HEuristic Approach for RObust Sensor Placement”, IEEE SENSORS 2021

19. [HD PIM] Yilun Hao, Saransh Gupta, Justin Morris, Behnam Khaleghi, Baris Aksanli, and Tajana RosingStochastic-HD: Leveraging Stochastic Computing on Hyper-Dimensional Computing”, IEEE International Conference on Computer Design (ICCD), 2021.

20. [HD] Justin Morris, Si Thu Kaung Set, Gadi Rosen, Mohsen Imani, Baris Aksanli, and Tajana RosingAdaptBit-HD: Adaptive Model Bitwidth for Hyperdimensional Computing”, IEEE International Conference on Computer Design (ICCD), 2021.

21. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliENFES: ENsemble FEw-Shot Learning For Intelligent Fault Diagnosis with Limited Data”, IEEE SENSORS 2021

22. [BIO] Akshay Paul, Gopabandhu Hota, Behnam Khaleghi, Yuchen Xu, Tajana Rosing, Gert CauwenberghsAttention State Classification with In-Ear EEG”, BioCAS, 2021

23. [HD] Behnam Khaleghi, Hanyang Xu, Justin Morris, Tajana Rosingtiny-HD: Ultra-Efficient Hyperdimensional Computing Engine for IoT Applications”, Design Automation and Test in Europe (DATE), 2021

24. [Energy] Ricardo Garcia, Fatemeh Asgarinejad, Behnam Khaleghi, Tajana Rosing, Mohsen ImaniTruLook: A Framework for Configurable GPU Approximation”, Design Automation and Test in Europe (DATE), 2021

25. [BIO] Sahand Salamat, Jaeyoung Kang, Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana RosingFPGA Acceleration of Protein Back-Translation and Alignment”, Design Automation and Test in Europe (DATE), 2021

26. [IOT] Michael H. Ostertag, Sarah Al-Doweesh, Tajana RosingEfficient Training on Edge Devices Using Online Quantization”, IEEE Design, Automation & Test in Europe Conference (DATE), 2020.

27. [HD] Behnam Khaleghi, Mohsen Imani, Tajana RosingPrive-HD: Privacy-Preserved Hyperdimensional Computing”, IEEE/ACM Design Automation Conference (DAC), 2020.

28. [HD] Behnam Khaleghi, Sahand Salamat, Anthony Thomas, Fatemeh Asgarinejad, Yeseong Kim, Tajana RosingSHEARer: Highly-Efficient Hyperdimensional Computing by Software-Hardware Enabled Multifold AppRoximation”, ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), pp. 241-246, 2020.

29. [HD PIM] Mohsen Imani, Saikishan Pampana, Saransh Gupta, Minxuan Zhou, Yeseong Kim, Tajana RosingDUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory”, 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2020.

30. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Ranganathan Ramkumar, Jeffrey Yu, Mohsen Imani, Baris Aksanli, Tajana RosingMulti-label HD Classification in 3D Flash”, IEEE/IFIP International Conference on VLSI and System-on-Chip (VLSI-SoC), 2020. (Invited Paper)

31. [HD PIM] Saransh Gupta, Justin Morris, Mohsen Imani, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Baris Aksanli, Tajana RosingTHRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy”, IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020.

32. [ML] Yunhui Guo, Mingrui Liu, Tianbao Yang, Tajana RosingImproved Schemes for Episodic Memory based Lifelong Learning Algorithm”, 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada.

33. [IOT] Yunhui Guo, Xiaofan Yu, Kamalika Chaudhuri, Tajana RosingEfficient Distributed Training in Heterogeneous Mobile Networks with Active Sampling”, The 16th International Conference on Mobility, Sensing and Networking (MSN 2020)

34. [HD] Fatemeh Asgarinejad, Anthony Thomas, Tajana RosingDetection of Epileptic Seizures from Surface EEG using Hyperdimensional Computing”, 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). IEEE, 2020.

35. [IOT] Xiaofan Yu, Xueyang Song, Ludmila Cherkasova, Tajana Šimunić Rosing.Reliability-Driven Deployment in Energy-Harvesting Sensor Networks”, International Conference on Network and Service Management (CNSM), 2020.

36. [PIM ML] Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, and Tajana RosingDeep Learning Acceleration with Neuron-to-Memory Transformation”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2020

37. [PIM] Saransh Gupta, Mohsen Imani, Joonseop Sim, Andrew Huang, Fan Wu, M. Hassan Najafi, and Tajana RosingSCRIMP: A General Stochastic Computing Architecture using ReRAM in-Memory Processing”, IEEE Design, Automation, and Test in Europe Conference (DATE), 2020

38. [PIM] Hamid Nejatollahi*, Saransh Gupta*, Mohsen Imani, Tajana Simunic Rosing, Rosario Cammarota, and Nikil DuttCryptoPIM: In-memory Acceleration for Lattice-based Cryptographic Hardware”, IEEE/ACM Design Automation Conference (DAC), 2020 (Best paper candidate)

39. [PIM ML] Saransh Gupta, Mohsen Imani, Hengyu Zhao, Fan Wu, Jishen Zhao, and Tajana RosingImplementing Binary Neural Networks in Memory with Approximate Accumulation”, ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 2020

40. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Niema Moshiri, and Tajana S. RosingRAPIDx: A ReRAM Processing in-Memory Architecture for DNA Short Read Alignment”, 70th Virtual Meeting of The American Society of Human Genetics (ASHG), 2020

41. [HD BIO] Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana Rosing.GenieHD: Efficient DNA Pattern Matching Accelerator using Hyperdimensional Computing”, IEEE Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020. (Best paper candidate)

42. [IOT] Kazim Ergun, Xiaofan Yu, Nitish Nagesh, Ludmila Cherkasova, Pietro Mercati, Raid Ayoub, Tajana RosingRelIoT : Reliability Simulator for IoT Networks”, International Conference on Internet of Things (ICIOT), 2020

43. [IOT] Kazim Ergun, Xiaofan Yu, Nitish Nagesh, Ludmila Cherkasova, Pietro Mercati, Raid Ayoub, Tajana RosingSimulating Reliability of IoT Networks with RelIoT”, IEEE 50th Conference on Dependable Systems and Networks (DSN), 2020

44. [Energy] Behnam Khaleghi, Sahand Salamat, Tajana RosingRevisiting FPGA Routing under Varying Operating Conditions”, International Conference on Field-Programmable Technology (FPT), 2020.

45. [ML] Onat Gungor, Jake Garnier, Tajana Rosing, Baris AksanliLENARD: Lightweight ENsemble LeARner for MeDium-term Electricity Consumption Prediction”, IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2020

46. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliRESPIRE: Robust SEnSor Placement OptImization in PRobabilistic Environments”, IEEE SENSORS, 2020 (Best Paper Candidate)

47. [Energy] Behnam Khaleghi, Sahand Salamat, Mohsen Imani, Tajana RosingFPGA Energy Efficiency by Leveraging Thermal Margin”, IEEE International Conference on Computer Design (ICCD), 2019.

48. [IOT] Kazim Ergun, Pietro Mercati, Raid Ayoub, Tajana Rosing Dynamic Optimization of Battery Health in IoT Networks”, IEEE International Conference on Computer Design (ICCD), 2019

49. [Energy] Sahand Salamat, Behnam Khaleghi, Mohsen Imani, Tajana RosingWorkload-Aware Opportunistic Energy Efficiency in Multi-FPGA Platforms”, IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2019.

50. [PIM ML] Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana S. RosingFloatPIM: In-Memory Acceleration of Deep Neural Network Training with High Precision”, IEEE International Symposium on Computer Architecture (ISCA), 2019.

51. [HD] Mohsen Imani, Yeseong Kim, Sadegh Riyazi, John Merssely, Patrick Liu, Farinaz Koushanfar, and Tajana S. RosingA Framework for Collaborative Learning in Secure High-Dimensional Space”, IEEE Cloud Computing (CLOUD), 2019.

52. [HD] Mohsen Imani, Yeseong Kim, Thomas Worley, Sarangh Gupta, and Tajana S. RosingHDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

53. [HD] Mohsen Imani, John Merssely, Fan Wu, Wang Pi, and Tajana S. RosingA Binary Learning Framework for Hyperdimensional Computing”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

54. [Energy] Mohsen Imani, Ricado Garcia, Andrew Huang, and Tajana S. RosingCADE: Configurable Approximate Divider for Energy Efficiency”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

55. [PIM] Xiao Liu, Minxuan Zhou, Tajana Rosing, and Jishen ZhaoHR3AM: A Heat Resilient Design for RRAM-based Neuromorphic Computing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2019.

56. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana RosingThermal-Aware Design and Management for Search-based In-Memory Acceleration”, IEEE/ACM Design Automation Conference (DAC), 2019.

57. [HD] Mohsen Imani, Tarek Nassar, Tajana RosingMoving Toward Real-Time Diagnostics using Brain-Inspired Hyperdimensional Computing”, AACR conference on Artificial Intelligence, Big Data, and Prediction in Cancer, 2019.

58. [HD BIO] Mohsen Imani, Tarek Nassar, Justin Morris, Tajana RosingDNA Sequencing using Brain-inspired Hyperdimensional Computing”, GOMACTech Conference, 2019.

59. [PIM ML] Mohsen Imani, Yeseong Kim, Suransh Gupta, Daniel Peroni, and Tajana S. RosingIn-Memory Acceleration of Deep Neural Network”, GOMACTech Conference, 2019.

60. [HD] Mohsen Imani, Tarek Nassar, Tajana RosingBrain-Inspired Hyperdimensional Computing for Real-Time Health Analysis”, IEEE International Conference on Biomedical and Health Informatics (BHI), 2019.

61. [PIM] Mohsen Imani, Saransh Gupta, Yeseong Kim, Minxuan Zhou, and Tajana S. RosingDigitalPIM: Digital-based Processing In-Memory for Big Data Acceleration”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

62. [PIM] Saransh Gupta, Mohsen Imani, and Tajana RosingExploring Processing In-Memory for Different Technologies”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

63. [ML] Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, and Tajana RosingHierarchical and Distributed Machine Learning Inference Beyond the Edge”, IEEE International Conference on Networking, Sensing and Control (ICNSC), 2019.

64. [Energy] Daniel Peroni, Mohsen Imani, Hamid Nejatollahi, Nikil Dutt, and Tajana S. RosingARGA: Approximate Reuse for GPGPU Acceleration”, IEEE/ACM Design Automation Conference (DAC), 2019.

65. [Energy] Mohsen Imani, Alice Sokolova, Ricado Garcia, Andrew Huang, Fan Wu, and Tajana S. RosingApproxLP: Approximate Multiplication with Linearization and Iterative Error Control”, IEEE/ACM Design Automation Conference (DAC), 2019.

66. [HD] Mohsen Imani, Justin Morris, John Merssely, Helen Shu, Yaobang Deng, and Tajana S. RosingBRIC: Locality-based Encoding for Energy-Efficient Brain-Inspired Hyperdimensional Computing”, IEEE/ACM Design Automation Conference (DAC), 2019. (Best paper candidate)

67. [IOT] Michael H Ostertag, Nikolay Atanasov, Tajana Simunic RosingRobust Velocity Control for Minimum Steady State Uncertainty in Persistent Monitoring Applications”, 2019 Annual American Controls Conference (ACC), 2019.

68. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Venkatesh Kumar, and Tajana S. RosingRAPID: A ReRAM Processing in Memory Architecture for DNA Sequence Alignment”, International Symposium on Low Power Electronics and Design (ISLPED), 2019.

69. [HD] Mohsen Imani, Sahand Salamat, Behnam Khaleghi, Mohammad Samragh, Farinaz Koushanfar, and Tajana S. RosingSparseHD: Algorithm-Hardware Co-Optimization for Efficient High-Dimensional Computing”, International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2019.

70. [HD] Sahand Salamat, Mohsen Imani, Behnam Khaleghi, and Tajana S. RosingF5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing”, ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA), 2019.

71. [Energy] Behnam Khaleghi and Tajana S. RosingThermal-Aware Design and Flow for FPGA Performance Improvement”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

72. [ML] Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Schmidt FerisSpotTune: Transfer Learning through Adaptive Fine-tuning”, In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

73. [ML] Yunhui Guo, Yandong Li, Liqiang Wang, Tajana RosingDepthwise Convolution is All You Need for Learning Multiple Visual Domains”, The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), 2019.

74. [PIM] Joonseop Sim, Saransh Gupta, Mohsen Imani, Yeseong Kim, and Tajana S. RosingUPIM : Unipolar Switching Logic for High Density Processing-in-Memory Applications”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

75. [Energy] Yeseong Kim, Ankit More, Emily Shriver, and Tajana S. RosingApplication Performance Prediction and Optimization Under Cache Allocation Technology”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

76. [PIM] Joonseop Sim, Minsu Kim, Yeseong Kim, Saransh Gupta, Behnam Khaleghi and Tajana RosingMAPIM: Mat Parallelism for High Performance Processing in Non-volatile Memory Architecture”, IEEE International Symposium on Quality Electronic Design (ISQED), 2019.

77. [Energy] Daniel Peroni, Mohsen Imani, Tajana RosingALook: Adaptive Lookup for GPGPU Acceleration”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

78. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Tajana RosingGRAM: Graph Processing in a ReRAM-based Computational Memory”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

79. [HD] Mohsen Imani, Sahand Salamat, Jiani Huang, Saransh Gupta, Tajana RosingFACH: FPGA-based Acceleration of Hyperdimensional Computing by Reducing Computational Complexity”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

80. [PIM] Yeseong Kim, Mohsen Imani, and Tajana S. RosingVisual Object Recognition Accelerator Based on Approximate In-Memory Processing”, Non-Volatile Memory Workshop (NVMW), 2018.

81. [ML Energy] Sahand Salamat, Mohsen Imani, Saransh Gupta, and Tajana S. RosingRNSnet: In-Memory Neural Network Acceleration Using Residue Number System”, IEEE International Conference on Rebooting Computing (ICRC), 2018.

82. [HD] Yeseong Kim, Mohsen Imani, Tajana RosingEfficient Human Activity Recognition Using Hyperdimensional Computing”, Internet of Things Systems (IoT) , 2018.

83. [PIM] Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana RosingRAPIDNN: In-Memory Deep Neural Network Acceleration Framework”, arXiv preprint arXiv:1806.05794, 2018.

84. [PIM] Saransh Gupta, Mohsen Imani, Tajana RosingProcessing In-Memory Architecture for Multiple Memory Technology”, IEEE/ACM Design Automation Conference (DAC), 2018.

85. [Energy] Mohsen Imani, Ricardo Garcia, Saransh Gupta, Tajana RosingConfigurable Floating Point Multiplier for Approximate Computing”, IEEE/ACM Design Automation Conference (DAC), 2018.

86. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Tajana RosingGAS: A Heterogeneous Memory Acceleration for Graph Processing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2018.

87. [Energy] Mohsen Imani, Ricardo Garcia, Saransh Gupta, Tajana RosingRMAC: Runtime Configurable Floating Point Multiplier for Approximate Computing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2018.

88. [PIM] Saransh Gupta, Mohsen Imani, and Tajana RosingFELIX: Fast and Energy-Efficient Logic in Memory”, IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2018.

89. [PIM] Mohsen Imani, Saransh Gupta, Tajana RosingGenPIM: Generalized Processing In-Memory to Accelerate Data Intensive Applications”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2018.

90. [HD BIO] Mohsen Imani, Tarek Nassar, Abbas Rahimi, Tajana RosingHDNA: Energy-Efficient DNA Sequencing Using Hyperdimensional Computing”, IEEE International Conference on Biomedical and Health Informatics (BHI), 2018.

91. [PIM] Mohsen Imani, Daniel Peroni, Tajana RosingProgram Acceleration Using Nearest Distance Associative Search”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018.

92. [Energy] ISQED 2018Deep Neural Network Acceleration Framework Under Hardware Uncertainty”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018.

93. [PIM] Joonseop Sim, Mohsen Imani, Woojin Choi, Yeseong Kim, Tajana RosingLUPIS: Latch-Up Based Ultra Efficient Processing-in-Memory System”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018. (Best paper candidate)

94. [Energy] Mohsen Imani, Max Masich, Daniel Peroni, Pushen Wang, Tajana RosingCANNA: Neural Network Acceleration using Configurable Approximation on GPGPU”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2018.

95. [HD] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyBrain-Inspired Hyperdimensional Computing: Robust, Scalable and Energy Efficient Classifier”, TECHCON SRC Conference (TECHCON 2017).

96. [HD] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyHardware Acceleration of Brain-inspired Hyperdimensional Computing”, IEEE/ACM ICCAD, Workshop on Variability, Modeling, and Characterization (VMC), 2017.

97. [HD] Mohsen Imani, Deqian, Kong, Abbas Rahimi, Tajana S. RosingVoiceHD: Hyperdimensional Computing for Efficient Speech Recognition”, IEEE International Conference on Rebooting Computing (ICRC 2017)

98. [Energy] Yeseong Kim, Pietro Mercati, Ankit More, Emily Shriver, Tajana S. RosingP4: Phase-Based Power/Performance Prediction of Heterogeneous Systems via Neural Networks”, 2017

99. [PIM] Yeseong Kim, Mohsen Imani, Tajana S. RosingORCHARD: Visual Object Recognition Accelerator Based on Approximate In-Memory Processing”, 2017 International Conference on Computer-Aided Design (ICCAD 2017).

100. [PIM] Mohsen Imani, Yeseong Kim, Tajana S. RosingNNgine: Ultra-Efficient Nearest Neighbor Accelerator Based on In-Memory Computing”, IEEE International Conference on Rebooting Computing (ICRC 2017).

101. [PIM] Yeseong Kim, Mohsen Imani, Tajana S. RosingCHOIR: General-Purpose Online Classification Accelerator via In-Memory Computing”, TECHCON SRC Conference (TECHCON 2017).

102. [PIM Energy] Joonseop Sim, Mohseh Imani, Yeseong Kim, Tajana RosingEnabling Efficient System Design Using Vertical Nanowire Transistor Current Mode Logic”, IEEE International Conference on Very Large Scale Integration (VLSI-SoC), 2017

103. [IOT] Wanlin Cui, Yeseong Kim, and Tajana S. RosingCross-platform machine learning characterization for task allocation in IoT ecosystems”, IEEE Computing and Communication Workshop and Conference (CCWC), 2017.

104. [IOT] Christine Chan, Michael Ostertag, Tajana Simunic RosingContext Aware System Design”, SPIE Defense+Security, 2017.

105. [Energy] Mohsen Imani, Daniel Peroni, Tajana RosingCFPU: Configurable Floating Point Multiplier for Energy-Efficient Computing”, IEEE/ACM Design Automation Conference (DAC), 2017. (Best poster award at Research Expo)

106. [PIM] Mohsen Imani, Saransh Gupta, Tajana RosingUltra-Efficient Processing In-Memory for Data Intensive Applications”, IEEE/ACM Design Automation Conference (DAC), 2017.

107. [PIM] Mohsen Imani, Saransh Gupta, Atl Arredondo, Tajana RosingEfficient Query Processing in Crossbar Memory”, International Symposium on Low Power Electronics and Design (ISLPED), 2017.

108. [HD PIM] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyExploring Hyperdimensional Associative Memory”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2017.

109. [PIM] Mohammad Samragh, Mohsen Imani, Farinaz Koushanfar, Tajana RosingLookNN: Neural Network with No Multiplication”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2017.

110. [PIM] Mohsen Imani, Tajana RosingCAP: Configurable Resistive Associative Processor for Near-Data Computing”, IEEE International Symposium on Quality Electronic Design (ISQED), 2017.

111. [PIM] Mohsen Imani, Yeseong Kim, Tajana RosingMPIM: Multi-Purpose In-Memory Processing using Configurable Resistive Memory”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2017.

112. [PIM Energy] Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingResistive CAM Acceleration for Tunable Approximate Computing”, IEEE International Conference on Computer Design (ICCD), 2017. (Best paper candidate)

113. [PIM] Mohsen Imani, Daniel Peroni, Yeseong Kim, Abbas Rahimi, Tajana RosingEfficient Neural Network Acceleration on GPGPU using Content Addressable Memory”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2017.

114. [PIM] Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingNon-volatile Content Addressable Memory for Computing Acceleration”, Non-Volatile Memory Workshop (NVMW), 2017.

115. [PIM] Mohsen Imani,Yeseong Kim, Tajana RosingIn-Memory Processing to Support Search-Based and Bitwise Computation”, Non-Volatile Memory Workshop (NVMW), 2017.

116. [IOT Energy] Baris Aksanli, Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingContext-Aware and User-Centric Residential Energy Management”, IEEE Percom, 2017.

117. [IOT] Nima Mousavi, Baris Aksanli, Alper Sinan Akyurek, Tajana Simunic RosingAccuracy-Resource Tradeoff for Edge Devices in Internet of Things”, IEEE PerIoT, 2017.

118. [Energy] Mohsen Imani, Yeseong Kim, Abbas Rahimi, Tajana RosingACAM: Approximate Computing Based on Adaptive Associative Memory with Online Learning”, International Symposium on Low Power Electronics and Design (ISLPED), 2016.

119. [Energy] Mohsen Imani, Abbas Rahimi, Yeseong Kim, Tajana RosingA Low-Power Hybrid Magnetic Cache Architecture Exploiting Narrow-Width Values”, IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), 2016.

120. [Energy] Jinseok Yang, S. Tilak, T.S. RosingAn Interactive Context-aware Power Management Technique for Optimizing Sensor Network Lifetime,”, 2016, acceptance rate 18%.

121. [IOT] Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingA Modular Approach to Context-Aware IoT Applications”, IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI) 2016.

122. [Energy] Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingOptimal In-Network Packet Aggregation Policy for Maximum Information Freshness”, IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI) 2016, 2016.

123. [Energy] Alper Sinan Akyurek, Tajana Simunic RosingOptimal In-Network Packet Aggregation Policy for Maximum Information Freshness”, European Conference on Networks and Communications (EuCNC) 2016.

124. [Energy] Akanksha Maurya, Alper Sinan Akyurek, Baris Aksanli, Tajana Simunic RosingTime-Series Clustering for Data Analysis in Smart Grid”, IEEE SmartGridComm, 2016.

125. [Energy] Yeseong Kim, Pietro Mercati, Tajana Simunic RosingPower Efficient, Hierarchical, Introspection framework for HPC Systems”, 2016

126. [IOT Energy] Pietro Mercati, Tajana Simunic RosingConvex Optimization and Model Identification for Reliable and Energy Efficient QoS-Aware IoT Systems”, 2016

127. [PIM Energy] Mohsen Imani, Shruti Patil, Tajana S. RosingMASC: Ultra-Low Energy Multiple-Access Single-Charge TCAM for Approximate Computing”, 2016

128. [PIM Energy] Mohsen Imani, Abbas Rahimi, Tajana S. RosingResistive Configurable Associative Memory for Approximate Computing”, 2016

129. Mohsen Imani, Shruti Patil, Tajana S. RosingLow Power Data-Aware STT-RAM based Hybrid Cache Architecture”, 2016

130. [IOT] Jagannathan Venkatesh, Christine Chan, Tajana Simunic RosingAn Ontology-Driven Context Engine for the Internet of Things”, 2015

131. H. Rodrigues, R. Strong, T. RosingAccurate Emulation of Fast Optical Circuit Switches”, IEEE International Conference on Communications (ICC), 2015.

132. H. Rodrigues, R. Strong, A.S. Akyurek, T. RosingDynamic Optical Switching for Latency”, 2015

133. Alper Sinan Akyurek, Baris Aksanli, Tajana Simunic RosingS2Sim: Smart Grid Swarm Simulator”, 2015

134. Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingA Context-Driven IoT Middleware Architecture”, 2015

135. Jagannathan Venkatesh, Shengbo Chen, Peerapol Tinnakornsrisuphap, Tajana Simunic RosingLifetime-dependent Battery Usage Optimization for Grid-Connected Residential Systems”, 2015

136. [Energy] Christine Chan, Alper Sinan Akyurek, Kalyan Vaidyanathan, Kenny Gross, Tajana RosingOptimization of Energy, Cooling and IO Performance for Data-intensive Applications on Enterprise Servers”, 2015

137. [Energy] Baris Aksanli, Alper Sinan Akyurek, Tajana Simunic RosingUser Behavior Modeling for Estimating Residential Energy Consumption”, EAI International Conference on Smart Grids for Smart Cities, 2015.

138. Baris Aksanli, Alper Sinan Akyurek, Tajana Simunic RosingMinimizing the Effects of Data Centers on Microgrid Instability”, International Green and Sustainable Computing Conference (IGSC), 2015.

139. Pietro Mercati, Vinay Hanumaiah, Jitendra Kulkarni, Simon Bloch, Tajana Simunic RosingBLAST: Battery Lifetime-constrained Adaptation with Selected Target”, 2015

140. Pietro Mercati, Francesco Paterna, Andrea Bartolini, Luca Benini, Tajana Simunic RosingVariability Emulation on Real Linux/Android Devices”, 2015

141. Yeseong Kim, Mohsen Imani, Shruti Patil, Tajana S. RosingCAUSE: Critical Application Usage-Aware Memory System using Non-volatile Memory for Mobile Devices”, 2015

142. Yeseong Kim, Francesco Paterna, Sameer Tilak, Tajana S. RosingSmartphone Analysis and Optimization based on User Activity Recognition”, 2015

143. Shruti Patil, Yeseong Kim, Kunal Korgaonkar, Ibrahim Awwal, Tajana S. RosingCharacterization of User's Behavior Variations for Design of Replayable Mobile Workloads”, 2015

144. Mohsen Imani, Shruti Patil, Tajana S. RosingHierarchical Design of Robust and Low Data Dependent 32KB FinFET Based SRAM Array”, 2015

145. Mohsen Imani, Shruti Patil, Mohsen Jafari, Tajana S. RosingUltra-Low Read leakage SRAM Cell Utilizing Independently-Controlled-Gate FinFET”, 2015

146. Mohsen Imani, Shruti Patil, Tajana S. RosingUsing STT-RAM Based Buffers in Digital Circuits”, 2015

147. Jinseok Yang, Sameer Tilak, Tajana S. RosingTransmission manager in heterogeneous WSNs”, 2015

148. Shruti Patil, Yu Chen, and Tajana Simunic RosingGazeTube: Gaze-Based Adaptive Video Playback for Bandwidth and Power Optimizations”, 2015

149. Francesco Paterna and Tajana Simunic RosingModeling and Mitigation of Extra-SoC Thermal Coupling Effects and Heat Transfer Variations in Mobile Devices”, 2015

150. Baris Aksanli, Tajana RosingProviding Regulation Services and Managing Data Center Peak Power Budgets”, 2014, acceptance rate 23%.

151. Paterna F., Zanotelli J. and Rosing T.Ambient variation-tolerant and inter components aware thermal management for mobile system on chips”, 2014

152. Mercati P, Bartolini A, Paterna F., Benini L and Rosing TA Linux-Governor Based Dynamic Reliability Manager for Android Mobile Devices” in Design, Automation and Test in Europe Conference and Exhibition”, Design, Automation and Test in Europe (DATE), 2014, 2014.

153. A. Sadasivarao, H. Rodrigues, S. Syed, C. Liou, S. Balakrishnan, A. Lake, E. Poyoul, C. Guok, I. Monga, T. Rosing.Enabling Multi-Layer Provisioning and Optimization for Core Transport Networks with Unified Packet-Optical Control Plan”, 11th USENIX Symposium on Networked Systems Design and Implementation, NSDI, 2014.

154. H. Rodrigues, A. Akyurek, T. RosingOCSEMU: SDN Enabled Fast Hybrid Optical Circuit Switch Emulator Platform to Study Application Performance in the Emerging Optical Data Center”, OIDA Software Defined Photonic and Data Center Networks Workshop, 2014.

155. H. Rodrigues, A. Akyurek, C. Guok, I. Monga, T. RosingEnabling SDN-based Multi-Layer Provisioning and Optimization for Inter Data Center Networks with Unified Packet-Optical Control Plane”, OIDA Software Defined Photonic and Data Center Networks Workshop, 2014.

156. H. Rodrigues, R. Strong, T. RosingScheduling Optical Tunnels to Distributed Applications”, USENIX Annual Technical Conference, ATC, 2014.

157. [Energy] Baris Aksanli, Tajana RosingEnergy Management and Cost Analysis in Residential Houses using Batteries”, 2014

158. Baris Aksanli, Alper Sinan Akyurek, Madhur Behl, Meghan Clark, Alexandre Donze, Prabal Dutta, Patrick Lazik, Mehdi Maasoumy, Rahul Mangharam, Truong X. Nghiem, Vasu Raman, Anthony Rowe, Alberto Sangiovanni-Vincentelli, Sanjit A. Seshia, Tajana Simunic Rosing, Jagannathan VenkateshDistributed Control of a Swarm of Buildings Connected to a Smart Grid”, 1st ACM International Conference on Embedded Systems For Energy-Efficient Buildings (BuildSys), 2014.

159. Henrique Rodrigues, Inder Monga, Abhinava Sadasivarao, Sharfuddin Syed, Chin Guok, Eric Pouyoul, Chris Liou, Tajana RosingTraffic Optimization in Multi-Layered WANs using SDN”, IEEE Symposium on High Performance Interconnects, 2014. Best Student Paper Award

160. Bengu Ozge Akyurek, Alper Sinan Akyurek, Jan Kleissl, Tajana Simunic RosingTESLA: Taylor Expanded Solar Analog Forecasting”, 2014

161. Jinseok Yang, S. Tilak, T.S. RosingLeveraging application context for efficient sensing”, 2014

162. [Energy] Pietro Mercati, Vinay Hanumaiah, Jitendra Kulkarni, Simon Bloch, Tajana Simunic RosingUser-centric Joint Power and Thermal Management for Smartphones”, 2014

163. Pietro Mercati, Francesco Paterna, Andrea Bartolini, Luca Benini, Tajana Simunic RosingDynamic Variability Management in Mobile Multicore Processors under Lifetime Constraints”, 2014

164. Pietro Mercati, Andrea Bartolini, Francesco Paterna, Luca Benini, Tajana Simunic RosingAn On-line Reliability Emulation Framework”, 2014

165. Baris Aksanli, Jagannathan Venkatesh, Tajana Rosing, and Inder MongaA Comprehensive Approach to Reduce the Energy Cost of Network of Datacenters”, 2013, acceptance rate 48%.

166. Jagannathan Venkatesh, Baris Aksanli, and Tajana RosingResidential Energy Simulation and Scheduling: A Case Study Approach”, 2013, acceptance rate 48%.

167. Jinseok Yang, S. Tilak, T.S. RosingA novel protocol for adaptive broadcasting of sensor data in urban scenarios”, 2013, acceptance rate 33%.

168. G. Porter, R. Strong, N. Farrington, A. Forencich, P. Sun, T. Rosing, Y. Fainman, G. Papen, A. VahdatIntegrating Microsecond Circuit Switching into the Data Center”, 2013, acceptance rate 15%.

169. Filippo Seracini; Xiang Zhang; Ingolf Krueger; Tajana Rosing; Massimiliano MenariniGreen Web Services: Improving Energy Efficiency in Data Centers via Workload Predictions”, 2013

170. Andrew B. Kahng, Siddhartha Nath, Tajana S. RosingOn Potential Design Impacts of Electromigration Awareness”, 2013, acceptance rate 31%.

171. Rajib Nath, Douglas Carmean and Tajana S. RosingPower Modeling and Thermal Management Techniques for Many Core Processors”, 2013, acceptance rate 48%.

172. Rajib Nath, Raid Ayoub, Tajana S. RosingTemperature Aware Thread Block Scheduling in GPGPUs”, 2013, acceptance rate 23%.

173. Baris Aksanli, Eddie Pettis, Tajana RosingDistributed Battery Control for Peak Power Shaving in Data Centers”, 2013, acceptance rate 30%.

174. [Energy] J. Venkatesh, B. Aksanli, Jean-Claude Junqua, Philippe Morin, T. Simunic RosingHomeSim: Comprehensive, Smart, Residential Electrical Energy Simulation and Scheduling”, 2013, acceptance rate 30%.

175. C. Chan, B. Pan, K. Gross, K. Vaidyanathan, T. RosingCorrecting vibration-induced performance degradation in enterprise servers”, 2013, acceptance rate 37%.

176. Baris Aksanli, Eddie Pettis, Tajana RosingArchitecting Efficient Peak Power Shaving Using Batteries in Data Centers”, 2013, acceptance rate 26%.

177. Baris Aksanli, Tajana RosingOptimal Battery Configuration in a Residential Home with Time-of-Use Pricing”, 2013, acceptance rate 40%.

178. Alper Sinan Akyurek, Bill Torre, Tajana Simunic RosingECO-DAC Energy Control over Divide and Control”, 2013, acceptance rate 40%

179. Paterna F. and Rosing T.Thermal Modeling of the Smartphone System”, 2013

180. Mercati P, Bartolini A, Paterna F., Benini L and Rosing TWorkload and User Experience-Aware Dynamic Reliability Management in Multicore Processors”, 2013

181. [Energy] Alper Sinan Akyurek, Bill Torre, Tajana Simunic RosingECO-DAC: Energy Control Over Divide and Control”, 2013

182. [Energy] B. Milosevic, Jinseok Yang, N. Verma, S. Tilak, P. Zappi, E. Farella, T. S. Rosing, L. BeniniEfficient Energy Management and Data Recovery in Sensor Networks using Latent Variables Based Tensor Factorization”, 2013

183. Baris Aksanli and Tajana Rosing, and Inder MongaBenefits of Green Energy and Proportionality in High Speed Wide Area Networks Connecting Data Centers”, 2012, acceptance rate 27%.

184. Vasileios Kontorinis, Liuyi Zhang, Baris Aksanli, Jack Sampson, Houman Homayoun, Eddie Pettis, Dean Tullsen, and Tajana RosingManaging Distributed UPS Energy for Effective Power Capping in Data Centers”, 2012, acceptance rate 18%.

185. Chan, Christine. S., Jin, Y., Wu, Y. K., Gross, K., Vaidyanathan, K., and Rosing, T.Fan-speed-aware scheduling of data intensive jobs”, 2012, acceptance rate 31%.

186. K. Jeong, A. B. Kahng, S. Kang, T. S. Rosing, R. StrongMAPG: Memory Access Power Gating”, 2012, acceptance rate 27%.

187. A. B. Kahng, S. Kang, T. S. Rosing, R. StrongTAP: Token-Based Adpative Power Gating”, 2012, acceptance rate 31%.

188. P. Zappi, E. Bales, J.-H. Park, W. Griswold and T. s. RosingThe CitiSense Air Quality Monitoring Mobile Sensor Node”, In the 2nd International IPSN Workshop on Mobile Sensing, Beijing, China, 2012.

189. R. Hermann, P. Zappi, T. S. RosingContext Aware Power Management of Mobile Systems for Sensing Applications”, In the 2nd International IPSN Workshop on Mobile Sensing, Beijing, China, 2012.

190. N. Nikzad, Jinseok Yang, P. Zappi, T. S. Rosing, and D. KrishnaswamyModel-driven Adaptive Wireless Sensing for Environmental Healthcare Feedback Systems”, 2012, acceptance rate 37%.

191. M. Moghimi, J. Venkatesh, P. Zappi and T. S. RosingContext-Aware Mobile Power Management Using Fuzzy Inference as a Service”, accepted for publication at MobiCASE 2012, acceptance rate 32%.

192. R. Ayoub, R. Nath, T. Simunic RosingJETC: Joint Energy Thermal and Cooling Management for Memory and CPU Subsystems in Servers”, 2012, acceptance rate 17%.

193. S. Sharifi, R. Ayoub, T. Simunic RosingTempoMP: Integrated Prediction and Management of Temperature in Heterogeneous MPSoCs”, DATE 2012, acceptance rate 27%.

194. N. Nikzad, C. Ziftci, P. Zappi, N. Quick, P. Aghera, N. Verma, B. Demchak, K. Patrick, H. Shacham, T. S. Rosing, I. Krueger, W. Griswold, S. DasguptaCitiSense - Adaptive Services for Community-Driven Behavioral and Environmental Monitoring to Induce Change”, In the 2nd International IPSN Workshop on Mobile Sensing, Beijing, China, 2012.

195. G. Dhiman, V. Kontorinis, R. Ayoub, L. Zhang, C. Sadler+, D. Tullsen, T. Simunic RosingThemis: Energy Efficient Management of Workloads in Virtualized Data Centers”, 2012

196. Mohammad Moghimi, Jagannathan Venkatesh, Piero Zappi and Tajana RosingContext-Aware Mobile Power Management Using Fuzzy Inference as a Service”, 2012

197. N Nikzad, N Verma, C Ziftci, E Bales, N Quick, P Zappi, K Patrick, S Dasgupta, I Krueger, T Rosing, W G. GriswoldCitiSense: Improving Geospatial Environmental Assessment of Air Quality Using a Wireless Personal Exposure Monitoring System”, Wireless Health, 2012. BEST PAPER AWARD

198. R. Strong, S. Kang, K. Jeong, A. Kahng, T. Simunic RosingTAP: Token-aware Power Gating”, 2012

199. N. Verma, P. Zappi, T. S. RosingLatent Variables Based Data Estimation for Sensing Applications”, In 7th International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), pp. 335-340, December 2011, acceptance rate 51%.

200. D. Dondi, P. Zappi, and T. S. RosingA Scheduling Algorithm for Consistent Monitoring Results with Solar Powered High-Performance Wireless Embedded Systems”, In Proceedings of International Symposium on Low Power Electronics and Design (ISLPED), August 2011, pp.259-264, acceptance rate 34%.

201. B. Aksanli, J. Venkatesh, L. Zhang, T. Simunic RosingUtilizing Green Energy Prediction to Schedule Mixed Batch And Service Jobs in Data Centers”, HotPower 2011, acceptance rate 26%.

202. R. Ayoub, U. Ogras, E. Gorbatov, Y. Jin, T. Kam, P. Diefenbaough, T. Simunic RosingOS-level Power Minimization Under Tight Performance Constraints in General Purpose Systems”, ISLPED 2011, acceptance rate 31%.

203. Y. Wu, S. Sharifi, T. Simunic RosingDistributed Thermal Management for Embedded Heterogeneous MPSoCs with Dedicated Hardware Accelerators”, ICCD 2011.

204. S. Sharifi, Y. Wu, T. Simunic RosingTemperature-aware Scheduling for Embedded Heterogeneous MPSoCs with Special Purpose IP Cores”, ETMEC 2011.

205. P. Aghera, D. Krishnaswamy, and T. S. Rosing,DynAGreen: Hierarchical Dynamic Energy Efficient Task Assignment for Wireless Healthcare Systems”, In Proceedings of the Fifth International Conference on Body Area Networks (BodyNets '10), 2010, pp. 33-36.

206. G. Dhiman, K. Mihic, T. RosingA System for Online Power Prediction in Virtualized Environments Using Gaussian Mixture Models”, ACM/IEEE DAC 2010, acceptance rate 24%.

207. R. Ayoub, K. Raju Indukuri T. Simunic RosingEnergy Efficient Proactive Thermal Management in Memory Subsystem”, ISLPED 10, acceptance rate 25%.

208. G. Dhiman, V. Kontorinis, D. Tullsen, T. Rosing: E. Saxe, J.ChewDynamic Workload Characterization for Power Efficient Scheduling on CMP Systems”, ISLPED 2010, acceptance rate 25%.

209. Priti Aghera, Dilip Krishnaswamy, Diana Fang, Ayse Coskun, Tajana RosingDynAHeal: Dynamic Energy Efficient Task Assignment for Wireless Healthcare Systems”, DATE 2010, acceptance rate 25%.

210. Ayse K. Coskun, David Atienza, Tajana Simunic Rosing, Thomas Brunschwiler, Bruno MichelEnergy-Efficient Variable-Flow Liquid Cooling in 3D Stacked Architectures”, DATE 2010, acceptance rate 25%.

211. R. Ayoub, S. Sharifi, T. RosingGentleCool: Cooling Aware Proactive Workload Scheduling in Multi-Machine Systems”, DATE 2010.

212. A. Ravinagarajan, D. Dondi and T. S. RosingDVFS Based Task Scheduling in a Harvesting WSN for Structural Health Monitoring”, DATE 2010, acceptance rate 25%.

213. R. Ayoub, T. RosingCool and Save: Cooling Aware Dynamic Workload Scheduling in Multi-socket CPU Systems”, ASP-DAC 2010, acceptance rate 33%.

214. S. Sharifi, A. Coskun, T. Simunic RosingHybrid Dynamic Energy and Thermal Management in Heterogeneous Embedded Multiprocessors”, ASPDAC 2010, acceptance rate 33%.

215. C. Olschanowsky, L. Carrington, M. Tikir, M. Laurenzano, T. Simunic Rosing, A. SnavelyASPDAC 2010”, DoD High Performance Computer Modernization Program Users Group Conference 2010.

216. S. Li, J. H. Ahn, R. Strong, J. B. Brockman, D. M. Tullsen, N. P. JouppiMcPAT: An Integrated Power, Area, and Timing Modeling Framework for Multicore and Manycore Architectures”, 2009, acceptance rate 24%.

217. E. Regini, T. Simunic RosingAn Energy Efficient Wireless Communication Mechanism for Sensor Node Cluster Heads”, ISSNIP 09, acceptance rate 39%.

218. A. Coskun, J. Ayala, D. Atienza, T. Simunic RosingModeling and Dynamic Management of 3D Multicore Systems with Liquid Cooling”, VLSI-SOC 09, 2009.

219. A. Coskun, A. Kahng, T. Simunic RosingTemperature- and Cost-Aware Design of 3D Multiprocessor Architectures”, DSD 09, acceptance rate 26%.

220. A. Coskun, R. Strong, D. Tullsen, T. Simunic RosingEvaluating the Impact of Job Scheduling and Power Management on Processor Lifetime for Chip Multiprocessors”, SIGMETRICS 09, acceptance rate 15%.

221. R. Ayoub, T. Simunic RosingPredict and Act: Dynamic Thermal Management for Multicore Processors”, ISLPED 09. acceptance rate 24%.

222. G. Dhiman, G. Marchetti, T. Simunic RosingvGreen: A System for Energy Efficient Computing in Virtualized Environments”, ISLPED 09, acceptance rate 24%.

223. G. Dhiman, R. Ayoub, T. Simunic RosingPDRAM: A hybrid PRAM DRAM main memory system”, DAC 09, acceptance rate 22%.

224. P. Aghera, D. Fang, T. Simunic Rosing, K. PatrickEnergy management in wireless healthcare systems”, IPSN 09.

225. J. Bradely Steck, T. Simunic RosingAdapting Performance in Energy Harvesting Wireless Sensor Networks for Structural Health Monitoring Applications”, Invited paper at IWSHM 09.

226. J. Bradely Steck, T. Simunic RosingAdapting Task Utility in Externally Triggered Energy Harvesting Wireless Sensing Systems”, INSS 09.

227. J. Recas, C. Bergonzini, T. Simunic Rosing, D. AtienzaPrediction and Management in Energy Harvested Wireless Sensor Nodes”, Invited paper at Wireless VITAE, 09.

228. J. Recas, C. Bergonzini, B. Lee, T. Simunic RosingSolar energy harvesting prediction algorithm”, Energy Harvesting Workshop, 2009.

229. A. K. Coskun, T. Simunic Rosing, J. Ayala, D. Atienza, Y. LeblebiciDynamic Thermal Management in 3D Multicore Architectures”, DATE 2009, acceptance rate 27%.

230. A. Coskun, T. Simunic Rosing, K. GrossProactive temperature balancing for low cost thermal management in MPSOCs”, ICCAD 08, acceptance rate 27%.

231. G. Dhiman, K. Pusukuri, T. Simunic RosingAnalysis of Dynamic Voltage Scaling for System Level Energy Management”, USENIX-HotPower, 2008.

232. E. Regini, D. Lim, T. Simunic RosingScheduling above MAC to maximize battery lifetime and throughput in WLANs”, IASTED'08.

233. A. Coskun, T. Simunic Rosing, K. GrossProactive temperature management in MPSOCs”, ISLPED 2008, acceptance rate 31%.

234. A. Coskun, T. Simunic Rosing, K. GrossTemperature management in MPSOCs using online learning”, DAC 2008, acceptance rate 23%.

235. A. Coskun, T. Simunic RosingTemperature-aware MPSOC scheduling for reducing hot spots and gradients”, ASPDAC'08, acceptance rate 29%.

236. S. Sharifi, T. Simunic RosingAn analytical model for the upper bound on temperature differences on a chip”, GLVLSI'08, acceptance rate 18%.

237. S. Sharifi, T. Simunic RosingAccurate temperature sensing for efficient thermal management”, ISQED'08, acceptance rate 30%.

238. G. Dhiman, T. Simunic RosingDynamic Voltage Scaling using Machine Learning”, ISLPED 2007, acceptance rate 29%.

239. M. Todd, D. Mascarenas, E. Flynn, T. Rosing, B. Lee, D. Musiani, S. Dasgupta, S. Kpotufe, D. Hsu, R. Gupta, G. Park, T. Overly, M. Nothnagel, C. FarrarA different approach to sensor networking for SHM: Remote powering and interrogation with unmanned aerial vehicles,”, Workshop on Structural Health Monitoring, 2007.

240. D. Musiani, K. Lin, T. Simunic RosingAn Active Sensing Platform for Structural Health Monitoring Application”, IPSN-SPOTS'07.

241. A. Coskun, T. Simunic RosingTemperature-aware task scheduling”, DATE'07, acceptance rate 22%.

242. D. Lim, J. Shim, T. Simunic Rosing, T. JavidiScheduling data delivery in heterogeneous wireless sensor networks”, ISM 06, acceptance rate 35%.

243. G. Dhiman, T. Simunic RosingDynamic Power Management Using Machine Learning”, ICCAD 06, acceptance rate 24%.

244. A. Coskun, T. Simunic RosingA Simulation Methodology for Reliability Analysis in Multi-Core SoCs”, GLSVLSI 06, acceptance rate 37%

245. T. Simunic, K. Mihic, G. De MicheliOptmization of Reliability and Power Consumption in Systems on a Chip”, PATMOS 05.

246. T. Simunic, W. Quadeer, G. De MicheliManaging heterogeneous wireless environments via Hotspot servers”, MMCN 05.

247. T. Simunic, K. Mihic, G. De MicheliReliability and Power Management of Integrated Systems”, Invited paper at DSD 04.

248. G. Manjunath, V. Krishnan, T. Simunic, J. Tourrilhes, A. McReynolds, D. Das, V. Srinivasmurthy, A. SrinivasanSmart Edge Server : going beyond a wireless access point”, WMASH 04.

249. [Energy] O. Celebican, T. S. Rosing, V. J. MooneyEnergy estimation of peripheral devices in embedded systems”, GLSVLSI 04.

250. W. Quadeer, T. Simunic, J. Ankcorn, V. Krishnan, G. De MicheliHeterogeneous wireless network management”, PACS 03.

251. A. Acquaviva, T. Simunic, V. Deolalikar, S. RoyRemote Power Control of Wireless Network Interfaces”, PATMOS 2003.

252. [Energy] B. Delaney, N. Jayant, T. SimunicA WLAN Scheduling Algorithm to Reduce the Energy Consumption of a Distributed Speech Recognition Front-End,”, ESTIMedia 2003.

253. A. Peymandoust, T. Simunic, G. De MicheliComplex Software Library Element Mapping with Symbolic Algebra”, DAC 02, acceptance rate 30%.

254. T. Simunic, S. BoydManaging Power Consumption in Networks on Chips”, DATE 02, acceptance rate 29%.

255. A. Peymandoust, T. Simunic, G. De MicheliLow Power Embedded Software Optimization using Symbolic Algebra”, DATE 02, acceptance rate 29%.

256. B. Delaney, N. Jayant, M. Hans, T. Simunic, A. AcquavivaLow-Power Fixed-Point Front-End Feature Extraction for Distributed Speech Recognition”, ICASSP 2002.

257. T. Simunic, L. Benini, A. Acquaviva, P. Glynn, G. De MicheliDynamic Voltage Scaling for Portable Systems”, DAC 01, acceptance rate 39%.

258. T. Simunic, L. Benini, P. Glynn, G. De MicheliDynamic Power Management of Portable Systems”, MOBICOM 2000, acceptance rate 12%.

259. [Energy] T. Simunic, L. Benini, G. De Micheli, M.HansSource Code Optimization and Profiling of Energy Consumption in Embedded Systems”, Invited Paper, ISSS 2000.

260. [Energy] T. Simunic, H.Vikalo, P. Glynn, G. De MicheliEnergy Efficient Design of Portable Wireless Systems”, ISLPED 00, acceptance rate 35%.

261. T. Simunic, L. Benini, P. Glynn, G. De MicheliDynamic Power Management of Laptop Hard Disk”, DATE 00, acceptance rate 34%.

262. Y. Lu, E. Chung, T. Simunic, L. Benini, G. De MicheliQuantitative Comparison of Power Management Algorithms”, DATE 00, 2007, acceptance rate 34%. Selected for publication in "The Best Paper in the Last 10 Years of DATE"

263. T. Simunic, L. Benini, G. De MicheliEvent-driven Power Management of Portable Systems”, ISSS 99.

264. [Energy] T. Simunic, L. Benini, G. De MicheliEnergy-efficient design of Battery-Powered Embedded Systems”, ISLPED 99, acceptance rate 24%.

265. [Energy] T. Simunic, L. Benini, G. De MicheliCycle-Accurate Simulation of Energy Consumption in Embedded Systems”, DAC 99, acceptance rate 34%.

266. Y. Lu, T. Simunic, G. De MicheliSoftware Controlled Power Management”, CODES 99.

267. J. Rozenblit, T. SimunicTechniques for Intelligent VLSI Interconnect Design”, NFS Design and Manufacturing Grantees Conference 94.

268. T. Simunic, J. RozenblitReduction of Signal Delay and Crosstalk in Electronic Packaging”, Meeting on Electrical Performance of Electronic Packages, 93.

269. T. Simunic, P. Hsu, J. Rozenblit, C. Wolff, J. Prince, A. CangellarisAn Integrated Framework for Modeling and Simulation of Electronic Packaging”, Proceedings of TECHCON, 93.




Journals

1. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Behnam Khaleghi, Baris Aksanli, Tajana RosingStochastic-HD: Leveraging Stochastic Computing on the Hyper-Dimensional Computing Pipeline”, Frontiers in Neuroscience, 2022

2. [HD PIM] Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana RosingHyDREA: Utilizing Hyperdimensional Computing for a More Robust and Efficient Machine Learning System”, ACM Transactions on Embedded Computing Systems (TECS), 2022

3. [BIO] G. Armstrong, C. Martino, J. Morris, B. Khaleghi, J. Kang, J. DeReus, Q. Zhu, D. Roush, D. McDonald, A. Gonazlez, J. Shaffer, C. Carpenter, M. Estaki, S. Wandro, S. Eilert, A. Akel, J. Eno, K. Curewitz, A. Swafford, N. Moshiri, T. Rosing, R. KnightSwapping Metagenomics Preprocessing Pipeline Components Offers Speed and Sensitivity Increases”, Msystems, 2022

4. [HD PIM] Saransh Gupta, Behnam Khaleghi, Sahand Salamat, Justin Morris, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Jaeyoung Kang, Mohsen Imani, Baris Aksanli, Tajana RosingStore-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy”, ACM Transactions on Embedded Computing Systems (TECS), 2022

5. Sahand Salamat, Hui Zhang, Yang Seok Ki, Tajana RosingNASCENT2: Generic Near-Storage Sort Accelerator for Data Analytics on SmartSSD”, TRETS, 2022

6. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliDOWELL: Diversity-induced Optimally Weighted EnsembLe Learner for Predictive Maintenance of Industrial Internet of Things Devices”, IEEE Internet of Things Journal, 2021

7. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliRESPIRE++: Robust Indoor Sensor Placement Optimization under Distance Uncertainty”, IEEE Sensors Journal, 2021

8. [BIO] R. Fielding-Miller, S. Karthikeyan, T. Gaines, R. Garfein, R. Salido, V. Cantu, L. Kohn, N. Martin, C. Wijaya, M. Flores, V. Omaleki, A. Majnoonian, P. Gonzalez-Zuniga, M. Nguyen, A. V Vo, T. Le, D. Duong, A. Hassani, A. Dahl, S. Tweeten, K. Jepsen, B. Henson, A. Hakim, A. Birmingham, A. Mark, C. Nasamran, S. Rosenthal, N. Moshiri, K. Fisch, G. Humphrey, S. Farmer, H. Tubb, T. Valles, J. Morris, J. Kang, B. Khaleghi, C. Young, A. Akel, S. Eilert, J. Eno, K. Curewitz, L. Laurent, T. Rosing, R. KnightWastewater and surface monitoring to detect COVID-19 in elementary school settings: The Safer at School Early Alert project”, Medrxiv, 2021

9. [IOT] Xiaofan Yu, Kazim Ergun, Ludmila Cherkasova, Tajana Šimunić Rosing.Optimizing Sensor Deployment and Maintenance Costs for Large-Scale Environmental Monitoring”, IEEE Transactions on Computer Aided Design of Integrated Circuits & Systems (TCAD), 2020

10. [HD] Sahand Salamat, Mohsen Imani, Tajana RosingExploiting Computational Reuse for FPGA-based Acceleration of Hyperdimensional Computing”, IEEE Transactions on Computers (TC), 2020

11. [BIO] Sahand Salamat, Tajana RosingFPGA Acceleration of Sequence Alignment: A Survey”, arXiv preprint, 2020

12. [ML Energy] Mohsen Imani, Ricado Garcia, Saransh Gupta, and Tajana S. RosingHardware-Software Co-design to Accelerate Neural Network Applications”, ACM Journal on Emerging Technologies in Computing (JETC), 2019.

13. [IOT] Sharad Vikram, Ashley Collier-Oxandale, Michael Ostertag, Massimiliano Menarini, Camron Chermak, Sanjoy Dasgupta, Tajana Rosing, Michael Hannigan, and William G GriswoldEvaluating and Improving the Reliability of Gas-Phase Sensor System Calibrations Across New Locations for Ambient Measurements and Personal Exposure Monitoring”, Atmospheric Measurement Techniques (AMT), 2019.

14. [HD] Mohsen Imani, Justin Morris, Helen Shu, Lisa Li, and Tajana S. RosingEfficient Associative Search in Brain-Inspired Hyperdimensional Computing”, IEEE Design & Test (D&T), 2019.

15. [PIM] Yeseong Kim, Mohsen Imani, and Tajana S. RosingImage Recognition Accelerator Design Using In-Memory Processing”, IEEE MICRO, IEEE Computer Society, 2019.

16. [PIM] Saransh Gupta, Mohsen Imani, Harveen Kaur, and Tajana RosingNNPIM: A Processing In-Memory Architecture for Neural Network Acceleration”, IEEE Transaction on Computers, 2019.

17. [HD PIM] Mohsen Imani, Xunzhao Yin, John Messerly, Saransh Gupta, Michael Niemier, Xiaobo Sharon Hu, and Tajana RosingSearcHD: A Memory-Centric Hyperdimensional Computing with Stochastic Training”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019

18. [HD] Mohsen Imani, Samuel Bosch, Sohum Datta, Sharadhi Ramakrishna, Sahand Salamat, Jan M. Rabaey, Tajana RosingQuanthd: A quantization framework for hyperdimensional computing”, IEEE TCAD, 2019

19. Daniel Peroni, Mohsen Imani, Tajana RosingRuntime Efficiency-Accuracy Trade-off Using Configurable Floating Point Multiplier”, EEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2018.

20. [PIM] Mohsen Imani, Saransh Gupta, Sahil Sarama,Tajana RosingNVQuery: Efficient Query Processing in Non-Volatile Memory”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2018.

21. Alper Sinan Akyurek, Tajana Simunic RosingOptimal Packet Aggregation Scheduling in Wireless”, IEEE Transactions on Mobile Computing, 2018.

22. [HD] Mohsen Imani, Abbas Rahimi, John Hwang, Tajana Rosing, Jan RabaeyLow-Power Sparse Hyperdimensional Encoder for Language Recognition”, IEEE Design & Test, 2017.

23. [Energy] Mohsen Imani, Daniel Peroni, Tajana RosingNVALT: Approximate Lookup Table for GPU Acceleration”, IEEE Embedded System Letter (ESL), 2017.

24. [IOT] Jagannathan Venkatesh, Baris Aksanli, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingModular and Personalized Smart Health Application Design in a Smart City Environment”, IEEE Internet of Things Journal, 2017.

25. [Energy] Alper Sinan Akyurek, Tajana Simunic RosingOptimal Distributed Nonlinear Battery Control”, IEEE JESTPE, 2017.

26. [IOT] Jagannathan Venkatesh, Baris Aksanli, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingScalable Application Design for the IoT”, IEEE Software, 2017.

27. Jinseok Yang, Alper Sinan Akyurek, Sameer Tilak, Tajana Simunic RosingDesign of transmission manager in heterogeneous WSNs”, IEEE TETC, 2017.

28. [Energy] Baris Aksanli, Tajana Simunic RosingHuman Behavior Aware Energy Management in Residential Cyber-Physical Systems”, IEEE TETC, 2017.

29. Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingResistive CAM Acceleration for Tunable Approximate Computing”, IEEE Transactions on Emerging Topics in Computing (TETC), 2017.

30. Mohsen Imani, Abbas Rahimi, Pietro Mercati, Tajana RosingMulti-stage Tunable Approximate Search in Resistive Associative Memory”, IEEE Transactions on Multi-Scale Computing Systems (TMSCS), 2017.

31. Pietro Mercati, Francesco Paterna, Andrea Bartolini, Luca Benini, Tajana Simunic RosingWARM: Workload-Aware Reliability Management in Linux/Android”, IEEE TCAD, 2016.

32. Mohsen Imani, Shruti Patil, Tajana RosingApproximate Computing using Multiple-Access Single-Charge Associative Memory”, IEEE Transactions on Emerging Topics in Computing (TETC), 2016.

33. Lucas Wanner, Liangzhen Lai, Abbas Rahimi, Mark Gottscho, Pietro Mercati, Chu-Hsiang Huang, Frederic Sala, Yuvraj Agarwal, Lara Dolecek, Nikil Dutt, Puneet Gupta, Rajesh Gupta, Ranjit Jhala, Rakesh Kumar, Sorin Lerner, Subhasish Mitra, Alexandru Nicolau, Tajana Simunic Rosing, Mani B Srivastava, Steve Swanson, Dennis Sylvester, Yuanyuan ZhouNSF Expedition of Variability-Aware Software:Recent Results and Contributions”, IT-information technology, 2015.

34. E.A. Lee, J Rabaey, D. Blaauw, P. Dutta, K. Fu, C. Guestrin, B. Hartmann, R. Jafari, D. Jones, J. Kubiatowicz, V. Kumar, R. Mangharam, R. Murray, G. Pappas, K. Pister, A. Rowe, A. Sangiovanni-Vincentelli, S.A. Seshia, T. Simunic Rosing, B. Taskar, J. Wawrzynek, D. WesselThe Swarm at the Edge of the Cloud”, IEEE Design & Test, 2014.

35. R. Ayoub, R. Nath, T. S. RosingCoMETC: Coordinated Management of Energy/Thermal/Cooling in Servers”, ACM Transactions on Design Automation of Electronic Systems (TODAES), 19(1): 1, 2013.

36. P. Gupta, Y. Agarwal, L. Dolecek, N. Dutt, R. K. Gupta, R. Kumar, S. Mitra, A. Nicolau, T. Simunic Rosing, M. B. Srivastava, S. Swanson, D. SylvesterUnderdesigned and Opportunistic Computing in Presence of Hardware Variability”, IEEE TCAD, 2013.

37. Seokhyeong Kang, Richard Strong, Andrew Kahng and Tajana S. RosingMany-Core Token-Based Adaptive Power Gating”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2013.

38. Shervin Sharifi, Dilip Krishnaswamy and Tajana S. RosingPROMETHEUS: A Proactive Method for Thermal Management of Heterogeneous MPSoCs”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2013.

39. P. Aghera, Jinseok Yang, P. Zappi, D. Krishnaswamy, A. Coskun, T. S. RosingEnergy Management in Wireless Mobile Systems Using Dynamic Task Assignment”, Journal of Low Power Electronics, vol. 9, no. 2, August , 2013.

40. B. Aksanli, J. Venkatesh, T. Simunic RosingDatacenter Modeling and Simulation with Focus on Energy Efficiency and Green Energy Integration”, IEEE Computer Special Issue on Modeling and Simulation of Smart and Green Computing Systems

41. Baris Aksanli, Jagannathan Venkatesh, and Tajana RosingUsing Datacenter Simulation to Evaluate Green Energy Integration”, IEEE Computer Volume 45 Issue 9, 2012.

42. M. M. Sabry, A. K. Coskun, D. Atienza, T. Simunic RosingEnergy-Efficient Multi-Objective Thermal Control for Liquid-Cooled 3D Stacked Architectures”, IEEE TCAD, 2011.

43. R. Ayoub, K. Indukuri, T. Simunic RosingTemperature Aware Dynamic Workload Scheduling in Multisocket CPU Servers”, IEEE TCAD, 2011.

44. E. Regini, D. Lim, and T. S. RosingResource Management in Heterogeneous Wireless Sensor Networks”, JOLPE, 2011.

45. G. Dhiman, G. Marchetti, T. Simunic RosingvGreen: A System for Energy-Efficient Management of Virtual Machines”, ACM TODAES, 2010.

46. J. R. Piorno, C. Bergonzini, D. Atienza, T. Simunic RosingHOLLOWS: A Power-aware Task Scheduler for Energy Harvesting Sensor Nodes”, Journal of Intelligent Material Systems and Structures, 2010.

47. S. Sharifi, T. Simunic RosingAccurate Direct and Indirect On-Chip Temperature Sensing for Efficient Dynamic Thermal Management”, IEEE TCAD, 2010.

48. R. Strong, J. Mudigonda, J. C. Mogul, N. Binkert, D. TullsenFast Switching of Threads Between Cores”, 2009

49. A. K. Coskun, T. Simunic RosingUtilizing Predictors for Efficient Thermal Management in Multiprocessor SoCs”, IEEE TCAD, 2009.

50. G. Dhiman, T. Simunic RosingUsing online learning for system level power management”, IEEE TCAD, 2009.

51. A. Coskun, T. Simunic Rosing, K. Whisnant, K. GrossStatic and dynamic temperature-aware scheduling for multiprocessor SoCs”, IEEE TVLSI, 2008.

52. T. Simunic Rosing, K. Mihic, G. De MicheliPower and reliability management of SOCs”, IEEE Transactions on VLSI, 2007.

53. G. Park, T. Simunic Rosing, M. Todd, C. Farrar, W. HodgkissEnergy Harvesting for Structural Health Monitoring in Sensor Networks”, ASCE Journal, 2007.

54. A. Coskun, T. Simunic Rosing, K. Mihic, G. De Micheli, Y. LeblebiciAnalysis and Optimization of MPSoC Reliability”, Invited paper to Journal of Low-Power Electronics, April 2006.

55. T. Simunic, S. Boyd, P. GlynnManaging Power Consumption in Networks on Chips”, IEEE Transactions on VLSI, pp. 96- 107, Jan 2004.

56. A. Acquaviva, T. Simunic, V. Deolalikar, S. RoyRemote Power Control of Wireless Network Interfaces”, Special Issue of Journal of Embedded Computing, No. 3, 2004.

57. B. Delaney, T. Simunic, N. JayantEnergy Aware Distributed Speech Recognition for Wireless Mobile Devices”, Special Issue on Embedded Systems for Multimedia, IEEE Design & Test, 2004.

58. A. Peymandoust, T. Simunic, G. De MicheliComplex Instruction and Software Library Mapping for Embedded Software Using Symbolic Algebra”, Special Issue of IEEE Transactions on CAD, pp.964-975, August 2003.

59. T. Simunic, L. Benini, P. Glynn, G. De MicheliEvent-Driven Power Management”, IEEE Transactions on CAD, pp.840-857, July 2001.

60. T. Simunic, M. SmithDynamic Power Management at HP”, Invited Paper in Special Issue of Design and Test Journal, 2001.

61. [Energy] T. Simunic, L. Benini, G. De MicheliEnergy-Efficient Design of Battery-Powered Embedded Systems”, Special Issue of IEEE Transactions on VLSI, pp. 18-28, May 2001.

62. T. Simunic, J. Rozenblit, J. BrewsVLSI Interconnect Design Automation Using Qualitative and Symbolic Techniques”, IEEE Transactions on Components, Packaging, and Manufacturing Technology Part B: Advanced Packaging, pp.803-812, November 1996.




Books

1. Mohsen Imani, Tajana RosingApproximate CPU and GPU Design Using Emerging Memory Technologies”, Springer’s book titled Approximate Circuit, 2019.

2. Shruti Patil, Yeseong Kim, Kunal Korgaonkar, Ibrahim Awwal, Tajana S. RosingCharacterization of User's Behavior Variations for Design of Replayable Mobile Workloads”, Rosing, T. S. (2016, February). Characterization of User’s Behavior Variations for Design of Replayable Mobile Workloads. In Mobile Computing, Applications, and Services: 7th International Conference, MobiCASE 2015, Berlin, Germany, November 12-13, 2015, Revised Selected Papers (Vol. 162, p. 51). Springer.

3. [Energy] Baris Aksanli, Jagannathan Venkatesh, Inder Monga, Tajana RosingRenewable Energy Prediction for Improved Utilization and Efficiency in Datacenters and Backbone Networks”, Computational Sustainability Springer Book Chapter, 2015.

4. Ayse K. Coskun, J. Ayala, D. Atienza, T. Simunic RosingThermal Modeling and Management of Liquid-Cooled 3D Stacked Architectures”, Editors: J. Becker, M. Johann and R. Reis. Springer, VLSI-SoC: Technologies for Systems Integration (ISBN: 978-3-642-23119-3), p. 34-55, 2011

5. [Energy] G. Dhiman, R. Ayoub, T. Simunic RosingEnergy and Thermally Aware Scheduling in Datacenters”, Energy-Efficient Distributed Computing, Edited by Albert Zomaya & Young Choon Lee , Wiley-Interscience, 2010

6. [Energy] N. Nikzad, P. Aghera, P. Zappi, T. Simunic RosingEnergy Management in Heterogeneous Wireless Healthcare Networks”, in Energy-Efficient Distributed Computing, Edited by Albert Zomaya & Young Choon Lee, Wiley-Interscience 2010.

7. Y. Lu, E. Chung, T. Simunic, L. Benini, G. De MicheliQuantitative Comparison of Power Management Algorithms”, in The Most Influential Papers of 10 Years DATE, Edited by Lauwereins, Rudy; Madsen, Jan, Springer-Verilag, 2008.

8. J. Kim, T. Simunic RosingPower-aware resource management techniques for low-power embedded systems”, in Handbook of Real-Time and Embedded Systems, Edited by S. H. Son, I. Lee, J. Y-T Leung, Taylor-Francis Group LLC, 2006.

9. [Energy] T. SimunicDynamic Management of Power Consumption in Power Aware Computing”, Edited by R. Graybill, R. Mehlem, Kluwer Academic Publishers pp.102-125, 2002.




Patents

1. K. Gross, K. Whisnant, A. K. CoskunLength-of-the-Curve Stress Metric for Improved Characterization of Computer System Reliability”, Case No. SUN070065, U.S. Patent 7,483,816. Issued 01/2009.

2. A. K. Coskun, A. M. Urmanov, K. Gross, K. WhisnantWorkload Scheduling in Multi-Core Processors”, 2008

3. K. Gross, A. K. Coskun, K. Whisnant, A. M. UrmanovMethod and Apparatus for Controlling Temperature Variations in a Computer System”, 2008

4. D. Musiani, K. Lin, T. Simunic Rosing, D. Mascarenas, E. Flynn, C. Farrar, G. ParkWireless node for active sensing in SHM applications”, filed 2008.

5. G. Dhiman, G. KapoorApparatus and method for entering and exiting low power mode”, (United States Patent 7325100), 2007.

6. L. Uguen, G. Dhiman, G. KapoorDynamic power management in system on chips (SOC)”, (United States Patent Application 20070094525), 2007.

7. A. K. Coskun, K. Gross and K. WhisnantTemperature-Aware and Energy-Aware Scheduling in a Computer System”, 2007

8. T. Simunic RosingWireless resource management in heterogeneous networks”, submitted 2003.

9. T. Simunic, O. CelebicanEstimation and optimization of system I/O device power consumption”, filed 2003.

10. T. Simunic, A. AcquavivaServer driven power management for wireless devices”, filed 2003.

11. T. Simunic, A. Acquaviva, L. BeniniApplication-driven power-aware RTOS enhancements”, filed 2003.

12. V. Deolalikar, T. SimunicPower Control For Wireless Portable Devices Using Wireless Channel Characteristic”, 2003

13. V. Deolalikar, T. SimunicPower Control For Wireless Portable Devices Using Wireless Channel Characteristic”, filed 2003.

14. T. Simunic, N. Mehta, C. CromeMethod for Test Vector Analysis”, filed 1996, approved 1999.




Theses

1. [PIM ML] Saransh GuptaProcessing in Memory using Emerging Memory Technologies”, University of California, San Diego, 2018.

2. Christine ChanContext-Aware Platform Design and Optimization”, University of California, San Diego, 2017.

3. [Energy] Alper Sinan AkyurekOptimized Energy Control in Power Distribution Systems”, ISQED'08, University of California, San Diego, 2017.

4. Jagannathan VenkateshA Context-Aware Approach for Automation of End-User Elements in the Smart Grid”, 2016

5. [Energy] Jinseok YangEnergy efficient data aggregation in wireless sensor networks”, University of California, San Diego, 2015.

6. [Energy] Baris AksanliEnergy and Cost Efficient Data Centers”, University of California, San Diego, 2015.

7. Richard StrongLow-Latency Techniques for Improving System Energy Efficiency”, University of California, San Diego, 2013.

8. Vasileios KontorinisAdaptive Architectures for Peak Power Management”, University of California, San Diego, 2012.

9. Raid AyoubTemperature and Cooling Management in Computing Systems”, University of California, San Diego. PhD, 2011.

10. Shervin SharifiAccurate Temperature Sensing and Ecient Dynamic Thermal Management in MPSoCs”, University of California, San Diego, 2011.

11. G. DhimanDynamic Workload Characterization for Energy Efficient Computing”, 2011

12. R. HerrmannContext based energy management for sensing applications”, University of California, San Diego. PhD, 2011.

13. Ayse Kivilcim CoskunEfficient Thermal Management for Multiprocessor Systems”, University of California, San Diego, 2009.

14. Carlo BergonziniManagement of Solar Harvested Energy in Actuation-Based Embedded Systems”, University of Bologna, 2008.

15. Daeseob LimDistributed Proxy-Layer Scheduling in Heterogeneous Wireless Sensor Networks”, University of California, San Diego, 2007.

16. Daniele MusianiDesign of an Active Sensing Platform for Wireless Structural Health Monitoring”, University of Bologna, 2007.

17. [Energy] Tajana SimunicEnergy Efficient System Design and Utilization”, Stanford University, 2001.

18. Tajana SimunicVLSI Interconnect Design Automation Using Qualitative and Quantitative Techniques”, University of Arizona, 1993.




Hyperdimensional Computing

Conferences

2. [HD PIM] Arpan Dutta, Saransh Gupta, Behnam Khaleghi, RishiKanth Chandrasekaran, Weihong Xu, Tajana RosingHDnn-PIM: Efficient in Memory Design of Hyperdimensional Computing with Feature Extraction”, GLSVLSI, 2022

4. [HD] Behnam Khaleghi, Jaeyoung Kang, Hanyang Xu, Justin Morris, Tajana RosingGENERIC: Highly Efficient Learning Engine on Edge using Hyperdimensional Computing”, Design Automation Conference (DAC), 2022

5. [HD] Justin Morris, Hin Wai Lui, Kenneth Stewart, Behnam Khaleghi, Anthony Thomas, Thiago Marback, Baris Aksanli, Emre Neftci Tajana RosingHyperSpike: HyperDimensional Computing for More Efficient and Robust Spiking Neural Networks”, Design Automation and Test in Europe (DATE), 2022

6. [HD] Jaeyoung Kang, Behnam Khaleghi, Yeseong Kim, Tajana RosingXCelHD: An Efficient GPU-Powered Hyperdimensional Computing with Parallelized Training”, ASP-DAC, 2022

10. [HD] Yunhui Guo, Mohsen Imani, Jaeyoung Kang, Sahand Salamat, Justin Morris, Baris Aksanli, Yeseong Kim, Tajana RosingHyperRec: Efficient Recommender Systems with Hyperdimensional Computing”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

13. [HD] Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana RosingHyDREA: Towards More Robust and Efficient Machine Learning Systems with Hyperdimensional Computing”, IEEE Design, Automation, and Test in Europe Conference (DATE) 2021

16. [HD] Mohsen Imani, Zhuowen Zou, Samuel Bosch, Sanjay Anantha Rao, Sahand Salamat, Venkatesh Kumar, Yeseong Kim, Tajana RosingRevisiting HyperDimensional Learning for FPGA and Low-Power Architectures”, 2021 IEEE International Symposium on High-Performance Computer Architecture

19. [HD PIM] Yilun Hao, Saransh Gupta, Justin Morris, Behnam Khaleghi, Baris Aksanli, and Tajana RosingStochastic-HD: Leveraging Stochastic Computing on Hyper-Dimensional Computing”, IEEE International Conference on Computer Design (ICCD), 2021.

20. [HD] Justin Morris, Si Thu Kaung Set, Gadi Rosen, Mohsen Imani, Baris Aksanli, and Tajana RosingAdaptBit-HD: Adaptive Model Bitwidth for Hyperdimensional Computing”, IEEE International Conference on Computer Design (ICCD), 2021.

23. [HD] Behnam Khaleghi, Hanyang Xu, Justin Morris, Tajana Rosingtiny-HD: Ultra-Efficient Hyperdimensional Computing Engine for IoT Applications”, Design Automation and Test in Europe (DATE), 2021

27. [HD] Behnam Khaleghi, Mohsen Imani, Tajana RosingPrive-HD: Privacy-Preserved Hyperdimensional Computing”, IEEE/ACM Design Automation Conference (DAC), 2020.

28. [HD] Behnam Khaleghi, Sahand Salamat, Anthony Thomas, Fatemeh Asgarinejad, Yeseong Kim, Tajana RosingSHEARer: Highly-Efficient Hyperdimensional Computing by Software-Hardware Enabled Multifold AppRoximation”, ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), pp. 241-246, 2020.

29. [HD PIM] Mohsen Imani, Saikishan Pampana, Saransh Gupta, Minxuan Zhou, Yeseong Kim, Tajana RosingDUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory”, 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2020.

30. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Ranganathan Ramkumar, Jeffrey Yu, Mohsen Imani, Baris Aksanli, Tajana RosingMulti-label HD Classification in 3D Flash”, IEEE/IFIP International Conference on VLSI and System-on-Chip (VLSI-SoC), 2020. (Invited Paper)

31. [HD PIM] Saransh Gupta, Justin Morris, Mohsen Imani, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Baris Aksanli, Tajana RosingTHRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy”, IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020.

34. [HD] Fatemeh Asgarinejad, Anthony Thomas, Tajana RosingDetection of Epileptic Seizures from Surface EEG using Hyperdimensional Computing”, 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). IEEE, 2020.

41. [HD BIO] Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana Rosing.GenieHD: Efficient DNA Pattern Matching Accelerator using Hyperdimensional Computing”, IEEE Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020. (Best paper candidate)

51. [HD] Mohsen Imani, Yeseong Kim, Sadegh Riyazi, John Merssely, Patrick Liu, Farinaz Koushanfar, and Tajana S. RosingA Framework for Collaborative Learning in Secure High-Dimensional Space”, IEEE Cloud Computing (CLOUD), 2019.

52. [HD] Mohsen Imani, Yeseong Kim, Thomas Worley, Sarangh Gupta, and Tajana S. RosingHDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

53. [HD] Mohsen Imani, John Merssely, Fan Wu, Wang Pi, and Tajana S. RosingA Binary Learning Framework for Hyperdimensional Computing”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

57. [HD] Mohsen Imani, Tarek Nassar, Tajana RosingMoving Toward Real-Time Diagnostics using Brain-Inspired Hyperdimensional Computing”, AACR conference on Artificial Intelligence, Big Data, and Prediction in Cancer, 2019.

58. [HD BIO] Mohsen Imani, Tarek Nassar, Justin Morris, Tajana RosingDNA Sequencing using Brain-inspired Hyperdimensional Computing”, GOMACTech Conference, 2019.

60. [HD] Mohsen Imani, Tarek Nassar, Tajana RosingBrain-Inspired Hyperdimensional Computing for Real-Time Health Analysis”, IEEE International Conference on Biomedical and Health Informatics (BHI), 2019.

66. [HD] Mohsen Imani, Justin Morris, John Merssely, Helen Shu, Yaobang Deng, and Tajana S. RosingBRIC: Locality-based Encoding for Energy-Efficient Brain-Inspired Hyperdimensional Computing”, IEEE/ACM Design Automation Conference (DAC), 2019. (Best paper candidate)

69. [HD] Mohsen Imani, Sahand Salamat, Behnam Khaleghi, Mohammad Samragh, Farinaz Koushanfar, and Tajana S. RosingSparseHD: Algorithm-Hardware Co-Optimization for Efficient High-Dimensional Computing”, International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2019.

70. [HD] Sahand Salamat, Mohsen Imani, Behnam Khaleghi, and Tajana S. RosingF5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing”, ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA), 2019.

79. [HD] Mohsen Imani, Sahand Salamat, Jiani Huang, Saransh Gupta, Tajana RosingFACH: FPGA-based Acceleration of Hyperdimensional Computing by Reducing Computational Complexity”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

82. [HD] Yeseong Kim, Mohsen Imani, Tajana RosingEfficient Human Activity Recognition Using Hyperdimensional Computing”, Internet of Things Systems (IoT) , 2018.

90. [HD BIO] Mohsen Imani, Tarek Nassar, Abbas Rahimi, Tajana RosingHDNA: Energy-Efficient DNA Sequencing Using Hyperdimensional Computing”, IEEE International Conference on Biomedical and Health Informatics (BHI), 2018.

95. [HD] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyBrain-Inspired Hyperdimensional Computing: Robust, Scalable and Energy Efficient Classifier”, TECHCON SRC Conference (TECHCON 2017).

96. [HD] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyHardware Acceleration of Brain-inspired Hyperdimensional Computing”, IEEE/ACM ICCAD, Workshop on Variability, Modeling, and Characterization (VMC), 2017.

97. [HD] Mohsen Imani, Deqian, Kong, Abbas Rahimi, Tajana S. RosingVoiceHD: Hyperdimensional Computing for Efficient Speech Recognition”, IEEE International Conference on Rebooting Computing (ICRC 2017)

108. [HD PIM] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyExploring Hyperdimensional Associative Memory”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2017.

Journals

1. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Behnam Khaleghi, Baris Aksanli, Tajana RosingStochastic-HD: Leveraging Stochastic Computing on the Hyper-Dimensional Computing Pipeline”, Frontiers in Neuroscience, 2022

2. [HD PIM] Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana RosingHyDREA: Utilizing Hyperdimensional Computing for a More Robust and Efficient Machine Learning System”, ACM Transactions on Embedded Computing Systems (TECS), 2022

4. [HD PIM] Saransh Gupta, Behnam Khaleghi, Sahand Salamat, Justin Morris, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Jaeyoung Kang, Mohsen Imani, Baris Aksanli, Tajana RosingStore-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy”, ACM Transactions on Embedded Computing Systems (TECS), 2022

10. [HD] Sahand Salamat, Mohsen Imani, Tajana RosingExploiting Computational Reuse for FPGA-based Acceleration of Hyperdimensional Computing”, IEEE Transactions on Computers (TC), 2020

14. [HD] Mohsen Imani, Justin Morris, Helen Shu, Lisa Li, and Tajana S. RosingEfficient Associative Search in Brain-Inspired Hyperdimensional Computing”, IEEE Design & Test (D&T), 2019.

17. [HD PIM] Mohsen Imani, Xunzhao Yin, John Messerly, Saransh Gupta, Michael Niemier, Xiaobo Sharon Hu, and Tajana RosingSearcHD: A Memory-Centric Hyperdimensional Computing with Stochastic Training”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019

18. [HD] Mohsen Imani, Samuel Bosch, Sohum Datta, Sharadhi Ramakrishna, Sahand Salamat, Jan M. Rabaey, Tajana RosingQuanthd: A quantization framework for hyperdimensional computing”, IEEE TCAD, 2019

22. [HD] Mohsen Imani, Abbas Rahimi, John Hwang, Tajana Rosing, Jan RabaeyLow-Power Sparse Hyperdimensional Encoder for Language Recognition”, IEEE Design & Test, 2017.

Books

Patents

Theses



Processing In Memory

Conferences

2. [HD PIM] Arpan Dutta, Saransh Gupta, Behnam Khaleghi, RishiKanth Chandrasekaran, Weihong Xu, Tajana RosingHDnn-PIM: Efficient in Memory Design of Hyperdimensional Computing with Feature Extraction”, GLSVLSI, 2022

11. [PIM] Minxuan Zhou, Mohsen Imani, Yeseong Kim, Saransh Gupta, Tajana RosingDP-Sim: A Full-stack Simulation Infrastructure for Digital Processing In-Memory Architectures”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

19. [HD PIM] Yilun Hao, Saransh Gupta, Justin Morris, Behnam Khaleghi, Baris Aksanli, and Tajana RosingStochastic-HD: Leveraging Stochastic Computing on Hyper-Dimensional Computing”, IEEE International Conference on Computer Design (ICCD), 2021.

29. [HD PIM] Mohsen Imani, Saikishan Pampana, Saransh Gupta, Minxuan Zhou, Yeseong Kim, Tajana RosingDUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory”, 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2020.

30. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Ranganathan Ramkumar, Jeffrey Yu, Mohsen Imani, Baris Aksanli, Tajana RosingMulti-label HD Classification in 3D Flash”, IEEE/IFIP International Conference on VLSI and System-on-Chip (VLSI-SoC), 2020. (Invited Paper)

31. [HD PIM] Saransh Gupta, Justin Morris, Mohsen Imani, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Baris Aksanli, Tajana RosingTHRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy”, IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020.

36. [PIM ML] Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, and Tajana RosingDeep Learning Acceleration with Neuron-to-Memory Transformation”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2020

37. [PIM] Saransh Gupta, Mohsen Imani, Joonseop Sim, Andrew Huang, Fan Wu, M. Hassan Najafi, and Tajana RosingSCRIMP: A General Stochastic Computing Architecture using ReRAM in-Memory Processing”, IEEE Design, Automation, and Test in Europe Conference (DATE), 2020

38. [PIM] Hamid Nejatollahi*, Saransh Gupta*, Mohsen Imani, Tajana Simunic Rosing, Rosario Cammarota, and Nikil DuttCryptoPIM: In-memory Acceleration for Lattice-based Cryptographic Hardware”, IEEE/ACM Design Automation Conference (DAC), 2020 (Best paper candidate)

39. [PIM ML] Saransh Gupta, Mohsen Imani, Hengyu Zhao, Fan Wu, Jishen Zhao, and Tajana RosingImplementing Binary Neural Networks in Memory with Approximate Accumulation”, ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 2020

40. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Niema Moshiri, and Tajana S. RosingRAPIDx: A ReRAM Processing in-Memory Architecture for DNA Short Read Alignment”, 70th Virtual Meeting of The American Society of Human Genetics (ASHG), 2020

50. [PIM ML] Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana S. RosingFloatPIM: In-Memory Acceleration of Deep Neural Network Training with High Precision”, IEEE International Symposium on Computer Architecture (ISCA), 2019.

55. [PIM] Xiao Liu, Minxuan Zhou, Tajana Rosing, and Jishen ZhaoHR3AM: A Heat Resilient Design for RRAM-based Neuromorphic Computing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2019.

56. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana RosingThermal-Aware Design and Management for Search-based In-Memory Acceleration”, IEEE/ACM Design Automation Conference (DAC), 2019.

59. [PIM ML] Mohsen Imani, Yeseong Kim, Suransh Gupta, Daniel Peroni, and Tajana S. RosingIn-Memory Acceleration of Deep Neural Network”, GOMACTech Conference, 2019.

61. [PIM] Mohsen Imani, Saransh Gupta, Yeseong Kim, Minxuan Zhou, and Tajana S. RosingDigitalPIM: Digital-based Processing In-Memory for Big Data Acceleration”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

62. [PIM] Saransh Gupta, Mohsen Imani, and Tajana RosingExploring Processing In-Memory for Different Technologies”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

68. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Venkatesh Kumar, and Tajana S. RosingRAPID: A ReRAM Processing in Memory Architecture for DNA Sequence Alignment”, International Symposium on Low Power Electronics and Design (ISLPED), 2019.

74. [PIM] Joonseop Sim, Saransh Gupta, Mohsen Imani, Yeseong Kim, and Tajana S. RosingUPIM : Unipolar Switching Logic for High Density Processing-in-Memory Applications”, ACM Great lakes symposium on VLSI (GLSVLSI), 2019.

76. [PIM] Joonseop Sim, Minsu Kim, Yeseong Kim, Saransh Gupta, Behnam Khaleghi and Tajana RosingMAPIM: Mat Parallelism for High Performance Processing in Non-volatile Memory Architecture”, IEEE International Symposium on Quality Electronic Design (ISQED), 2019.

78. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Tajana RosingGRAM: Graph Processing in a ReRAM-based Computational Memory”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

80. [PIM] Yeseong Kim, Mohsen Imani, and Tajana S. RosingVisual Object Recognition Accelerator Based on Approximate In-Memory Processing”, Non-Volatile Memory Workshop (NVMW), 2018.

83. [PIM] Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana RosingRAPIDNN: In-Memory Deep Neural Network Acceleration Framework”, arXiv preprint arXiv:1806.05794, 2018.

84. [PIM] Saransh Gupta, Mohsen Imani, Tajana RosingProcessing In-Memory Architecture for Multiple Memory Technology”, IEEE/ACM Design Automation Conference (DAC), 2018.

86. [PIM] Minxuan Zhou, Mohsen Imani, Saransh Gupta, Tajana RosingGAS: A Heterogeneous Memory Acceleration for Graph Processing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2018.

88. [PIM] Saransh Gupta, Mohsen Imani, and Tajana RosingFELIX: Fast and Energy-Efficient Logic in Memory”, IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2018.

89. [PIM] Mohsen Imani, Saransh Gupta, Tajana RosingGenPIM: Generalized Processing In-Memory to Accelerate Data Intensive Applications”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2018.

91. [PIM] Mohsen Imani, Daniel Peroni, Tajana RosingProgram Acceleration Using Nearest Distance Associative Search”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018.

93. [PIM] Joonseop Sim, Mohsen Imani, Woojin Choi, Yeseong Kim, Tajana RosingLUPIS: Latch-Up Based Ultra Efficient Processing-in-Memory System”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018. (Best paper candidate)

99. [PIM] Yeseong Kim, Mohsen Imani, Tajana S. RosingORCHARD: Visual Object Recognition Accelerator Based on Approximate In-Memory Processing”, 2017 International Conference on Computer-Aided Design (ICCAD 2017).

100. [PIM] Mohsen Imani, Yeseong Kim, Tajana S. RosingNNgine: Ultra-Efficient Nearest Neighbor Accelerator Based on In-Memory Computing”, IEEE International Conference on Rebooting Computing (ICRC 2017).

101. [PIM] Yeseong Kim, Mohsen Imani, Tajana S. RosingCHOIR: General-Purpose Online Classification Accelerator via In-Memory Computing”, TECHCON SRC Conference (TECHCON 2017).

102. [PIM Energy] Joonseop Sim, Mohseh Imani, Yeseong Kim, Tajana RosingEnabling Efficient System Design Using Vertical Nanowire Transistor Current Mode Logic”, IEEE International Conference on Very Large Scale Integration (VLSI-SoC), 2017

106. [PIM] Mohsen Imani, Saransh Gupta, Tajana RosingUltra-Efficient Processing In-Memory for Data Intensive Applications”, IEEE/ACM Design Automation Conference (DAC), 2017.

107. [PIM] Mohsen Imani, Saransh Gupta, Atl Arredondo, Tajana RosingEfficient Query Processing in Crossbar Memory”, International Symposium on Low Power Electronics and Design (ISLPED), 2017.

108. [HD PIM] Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan RabaeyExploring Hyperdimensional Associative Memory”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2017.

109. [PIM] Mohammad Samragh, Mohsen Imani, Farinaz Koushanfar, Tajana RosingLookNN: Neural Network with No Multiplication”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2017.

110. [PIM] Mohsen Imani, Tajana RosingCAP: Configurable Resistive Associative Processor for Near-Data Computing”, IEEE International Symposium on Quality Electronic Design (ISQED), 2017.

111. [PIM] Mohsen Imani, Yeseong Kim, Tajana RosingMPIM: Multi-Purpose In-Memory Processing using Configurable Resistive Memory”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2017.

112. [PIM Energy] Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingResistive CAM Acceleration for Tunable Approximate Computing”, IEEE International Conference on Computer Design (ICCD), 2017. (Best paper candidate)

113. [PIM] Mohsen Imani, Daniel Peroni, Yeseong Kim, Abbas Rahimi, Tajana RosingEfficient Neural Network Acceleration on GPGPU using Content Addressable Memory”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2017.

114. [PIM] Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingNon-volatile Content Addressable Memory for Computing Acceleration”, Non-Volatile Memory Workshop (NVMW), 2017.

115. [PIM] Mohsen Imani,Yeseong Kim, Tajana RosingIn-Memory Processing to Support Search-Based and Bitwise Computation”, Non-Volatile Memory Workshop (NVMW), 2017.

127. [PIM Energy] Mohsen Imani, Shruti Patil, Tajana S. RosingMASC: Ultra-Low Energy Multiple-Access Single-Charge TCAM for Approximate Computing”, 2016

128. [PIM Energy] Mohsen Imani, Abbas Rahimi, Tajana S. RosingResistive Configurable Associative Memory for Approximate Computing”, 2016

Journals

1. [HD PIM] Justin Morris, Yilun Hao, Saransh Gupta, Behnam Khaleghi, Baris Aksanli, Tajana RosingStochastic-HD: Leveraging Stochastic Computing on the Hyper-Dimensional Computing Pipeline”, Frontiers in Neuroscience, 2022

2. [HD PIM] Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana RosingHyDREA: Utilizing Hyperdimensional Computing for a More Robust and Efficient Machine Learning System”, ACM Transactions on Embedded Computing Systems (TECS), 2022

4. [HD PIM] Saransh Gupta, Behnam Khaleghi, Sahand Salamat, Justin Morris, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Jaeyoung Kang, Mohsen Imani, Baris Aksanli, Tajana RosingStore-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy”, ACM Transactions on Embedded Computing Systems (TECS), 2022

15. [PIM] Yeseong Kim, Mohsen Imani, and Tajana S. RosingImage Recognition Accelerator Design Using In-Memory Processing”, IEEE MICRO, IEEE Computer Society, 2019.

16. [PIM] Saransh Gupta, Mohsen Imani, Harveen Kaur, and Tajana RosingNNPIM: A Processing In-Memory Architecture for Neural Network Acceleration”, IEEE Transaction on Computers, 2019.

17. [HD PIM] Mohsen Imani, Xunzhao Yin, John Messerly, Saransh Gupta, Michael Niemier, Xiaobo Sharon Hu, and Tajana RosingSearcHD: A Memory-Centric Hyperdimensional Computing with Stochastic Training”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019

20. [PIM] Mohsen Imani, Saransh Gupta, Sahil Sarama,Tajana RosingNVQuery: Efficient Query Processing in Non-Volatile Memory”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2018.

Books

Patents

Theses

1. [PIM ML] Saransh GuptaProcessing in Memory using Emerging Memory Technologies”, University of California, San Diego, 2018.



Bioinformatics Acceleration

Conferences

22. [BIO] Akshay Paul, Gopabandhu Hota, Behnam Khaleghi, Yuchen Xu, Tajana Rosing, Gert CauwenberghsAttention State Classification with In-Ear EEG”, BioCAS, 2021

25. [BIO] Sahand Salamat, Jaeyoung Kang, Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana RosingFPGA Acceleration of Protein Back-Translation and Alignment”, Design Automation and Test in Europe (DATE), 2021

40. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Niema Moshiri, and Tajana S. RosingRAPIDx: A ReRAM Processing in-Memory Architecture for DNA Short Read Alignment”, 70th Virtual Meeting of The American Society of Human Genetics (ASHG), 2020

41. [HD BIO] Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana Rosing.GenieHD: Efficient DNA Pattern Matching Accelerator using Hyperdimensional Computing”, IEEE Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020. (Best paper candidate)

58. [HD BIO] Mohsen Imani, Tarek Nassar, Justin Morris, Tajana RosingDNA Sequencing using Brain-inspired Hyperdimensional Computing”, GOMACTech Conference, 2019.

68. [PIM BIO] Saransh Gupta, Mohsen Imani, Behnam Khaleghi, Venkatesh Kumar, and Tajana S. RosingRAPID: A ReRAM Processing in Memory Architecture for DNA Sequence Alignment”, International Symposium on Low Power Electronics and Design (ISLPED), 2019.

90. [HD BIO] Mohsen Imani, Tarek Nassar, Abbas Rahimi, Tajana RosingHDNA: Energy-Efficient DNA Sequencing Using Hyperdimensional Computing”, IEEE International Conference on Biomedical and Health Informatics (BHI), 2018.

Journals

3. [BIO] G. Armstrong, C. Martino, J. Morris, B. Khaleghi, J. Kang, J. DeReus, Q. Zhu, D. Roush, D. McDonald, A. Gonazlez, J. Shaffer, C. Carpenter, M. Estaki, S. Wandro, S. Eilert, A. Akel, J. Eno, K. Curewitz, A. Swafford, N. Moshiri, T. Rosing, R. KnightSwapping Metagenomics Preprocessing Pipeline Components Offers Speed and Sensitivity Increases”, Msystems, 2022

8. [BIO] R. Fielding-Miller, S. Karthikeyan, T. Gaines, R. Garfein, R. Salido, V. Cantu, L. Kohn, N. Martin, C. Wijaya, M. Flores, V. Omaleki, A. Majnoonian, P. Gonzalez-Zuniga, M. Nguyen, A. V Vo, T. Le, D. Duong, A. Hassani, A. Dahl, S. Tweeten, K. Jepsen, B. Henson, A. Hakim, A. Birmingham, A. Mark, C. Nasamran, S. Rosenthal, N. Moshiri, K. Fisch, G. Humphrey, S. Farmer, H. Tubb, T. Valles, J. Morris, J. Kang, B. Khaleghi, C. Young, A. Akel, S. Eilert, J. Eno, K. Curewitz, L. Laurent, T. Rosing, R. KnightWastewater and surface monitoring to detect COVID-19 in elementary school settings: The Safer at School Early Alert project”, Medrxiv, 2021

11. [BIO] Sahand Salamat, Tajana RosingFPGA Acceleration of Sequence Alignment: A Survey”, arXiv preprint, 2020

Books

Patents

Theses



Internet Of Things

Conferences

1. [IOT] Michael H. Ostertag, Jason Ma, Tajana RosingRemote Sensing with UAV and Mobile Recharging Vehicle Rendezvous”, 2022 Design, Automation, and Test in Europe (DATE) Conference

7. [IOT] [ML] Emily Ekaireb, Xiaofan Yu, Kazim Ergun, Quanling Zhao, Kai Lee, Muhammad Huzaifa, Tajana Rosingns3-fl: Simulating Federated Learning with ns-3”, The workshop on ns-3 (WNS3), 2022

8. [IOT] [ML] Jinhao Liu, Xiaofan Yu, Tajana RosingSelf-Train: Self-Supervised On-Device Training for Post-Deployment Adaptation”, IEEE International Conference on Smart Internet of Things (SmartIoT), 2022

12. [IOT] Kazim Ergun, Raid Ayoub, Pietro Mercati, Dan Liu, Tajana RosingEnergy and QoS-Aware Dynamic Reliability Management of IoT Edge Computing Systems”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

14. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliOPELRUL: Optimally Weighted Ensemble Learner for Remaining Useful Life Prediction”, IEEE International Conference on Prognostics and Health Management, 2021

17. [IOT] Xiaofan Yu, Weihong Xu, Ludmila Cherkasova, Tajana Šimunić Rosing.Automating Reliable and Fault-Tolerant Design of LoRa-based IoT Networks”, International Conference on Network and Service Management (CNSM), 2021. (Best Paper Award)

18. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliCAHEROS: Constraint-Aware HEuristic Approach for RObust Sensor Placement”, IEEE SENSORS 2021

21. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliENFES: ENsemble FEw-Shot Learning For Intelligent Fault Diagnosis with Limited Data”, IEEE SENSORS 2021

26. [IOT] Michael H. Ostertag, Sarah Al-Doweesh, Tajana RosingEfficient Training on Edge Devices Using Online Quantization”, IEEE Design, Automation & Test in Europe Conference (DATE), 2020.

33. [IOT] Yunhui Guo, Xiaofan Yu, Kamalika Chaudhuri, Tajana RosingEfficient Distributed Training in Heterogeneous Mobile Networks with Active Sampling”, The 16th International Conference on Mobility, Sensing and Networking (MSN 2020)

35. [IOT] Xiaofan Yu, Xueyang Song, Ludmila Cherkasova, Tajana Šimunić Rosing.Reliability-Driven Deployment in Energy-Harvesting Sensor Networks”, International Conference on Network and Service Management (CNSM), 2020.

42. [IOT] Kazim Ergun, Xiaofan Yu, Nitish Nagesh, Ludmila Cherkasova, Pietro Mercati, Raid Ayoub, Tajana RosingRelIoT : Reliability Simulator for IoT Networks”, International Conference on Internet of Things (ICIOT), 2020

43. [IOT] Kazim Ergun, Xiaofan Yu, Nitish Nagesh, Ludmila Cherkasova, Pietro Mercati, Raid Ayoub, Tajana RosingSimulating Reliability of IoT Networks with RelIoT”, IEEE 50th Conference on Dependable Systems and Networks (DSN), 2020

46. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliRESPIRE: Robust SEnSor Placement OptImization in PRobabilistic Environments”, IEEE SENSORS, 2020 (Best Paper Candidate)

48. [IOT] Kazim Ergun, Pietro Mercati, Raid Ayoub, Tajana Rosing Dynamic Optimization of Battery Health in IoT Networks”, IEEE International Conference on Computer Design (ICCD), 2019

67. [IOT] Michael H Ostertag, Nikolay Atanasov, Tajana Simunic RosingRobust Velocity Control for Minimum Steady State Uncertainty in Persistent Monitoring Applications”, 2019 Annual American Controls Conference (ACC), 2019.

103. [IOT] Wanlin Cui, Yeseong Kim, and Tajana S. RosingCross-platform machine learning characterization for task allocation in IoT ecosystems”, IEEE Computing and Communication Workshop and Conference (CCWC), 2017.

104. [IOT] Christine Chan, Michael Ostertag, Tajana Simunic RosingContext Aware System Design”, SPIE Defense+Security, 2017.

116. [IOT Energy] Baris Aksanli, Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingContext-Aware and User-Centric Residential Energy Management”, IEEE Percom, 2017.

117. [IOT] Nima Mousavi, Baris Aksanli, Alper Sinan Akyurek, Tajana Simunic RosingAccuracy-Resource Tradeoff for Edge Devices in Internet of Things”, IEEE PerIoT, 2017.

121. [IOT] Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingA Modular Approach to Context-Aware IoT Applications”, IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI) 2016.

126. [IOT Energy] Pietro Mercati, Tajana Simunic RosingConvex Optimization and Model Identification for Reliable and Energy Efficient QoS-Aware IoT Systems”, 2016

130. [IOT] Jagannathan Venkatesh, Christine Chan, Tajana Simunic RosingAn Ontology-Driven Context Engine for the Internet of Things”, 2015

Journals

6. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliDOWELL: Diversity-induced Optimally Weighted EnsembLe Learner for Predictive Maintenance of Industrial Internet of Things Devices”, IEEE Internet of Things Journal, 2021

7. [IOT] Onat Gungor, Tajana Rosing, Baris AksanliRESPIRE++: Robust Indoor Sensor Placement Optimization under Distance Uncertainty”, IEEE Sensors Journal, 2021

9. [IOT] Xiaofan Yu, Kazim Ergun, Ludmila Cherkasova, Tajana Šimunić Rosing.Optimizing Sensor Deployment and Maintenance Costs for Large-Scale Environmental Monitoring”, IEEE Transactions on Computer Aided Design of Integrated Circuits & Systems (TCAD), 2020

13. [IOT] Sharad Vikram, Ashley Collier-Oxandale, Michael Ostertag, Massimiliano Menarini, Camron Chermak, Sanjoy Dasgupta, Tajana Rosing, Michael Hannigan, and William G GriswoldEvaluating and Improving the Reliability of Gas-Phase Sensor System Calibrations Across New Locations for Ambient Measurements and Personal Exposure Monitoring”, Atmospheric Measurement Techniques (AMT), 2019.

24. [IOT] Jagannathan Venkatesh, Baris Aksanli, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingModular and Personalized Smart Health Application Design in a Smart City Environment”, IEEE Internet of Things Journal, 2017.

26. [IOT] Jagannathan Venkatesh, Baris Aksanli, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingScalable Application Design for the IoT”, IEEE Software, 2017.

Books

Patents

Theses



Energy Efficient Design

Conferences

15. [Energy] Sahand Salamat, Armin Haj Aboutalebi, Behnam Khaleghi, Joo Hwan Lee, Yang Seok Ki, Tajana RosingNASCENT: Near-Storage Acceleration of Database Sort on SmartSSD”, International Symposium on Field-Programmable Gate Arrays (FPGA), 2021.

24. [Energy] Ricardo Garcia, Fatemeh Asgarinejad, Behnam Khaleghi, Tajana Rosing, Mohsen ImaniTruLook: A Framework for Configurable GPU Approximation”, Design Automation and Test in Europe (DATE), 2021

44. [Energy] Behnam Khaleghi, Sahand Salamat, Tajana RosingRevisiting FPGA Routing under Varying Operating Conditions”, International Conference on Field-Programmable Technology (FPT), 2020.

47. [Energy] Behnam Khaleghi, Sahand Salamat, Mohsen Imani, Tajana RosingFPGA Energy Efficiency by Leveraging Thermal Margin”, IEEE International Conference on Computer Design (ICCD), 2019.

49. [Energy] Sahand Salamat, Behnam Khaleghi, Mohsen Imani, Tajana RosingWorkload-Aware Opportunistic Energy Efficiency in Multi-FPGA Platforms”, IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2019.

54. [Energy] Mohsen Imani, Ricado Garcia, Andrew Huang, and Tajana S. RosingCADE: Configurable Approximate Divider for Energy Efficiency”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

64. [Energy] Daniel Peroni, Mohsen Imani, Hamid Nejatollahi, Nikil Dutt, and Tajana S. RosingARGA: Approximate Reuse for GPGPU Acceleration”, IEEE/ACM Design Automation Conference (DAC), 2019.

65. [Energy] Mohsen Imani, Alice Sokolova, Ricado Garcia, Andrew Huang, Fan Wu, and Tajana S. RosingApproxLP: Approximate Multiplication with Linearization and Iterative Error Control”, IEEE/ACM Design Automation Conference (DAC), 2019.

71. [Energy] Behnam Khaleghi and Tajana S. RosingThermal-Aware Design and Flow for FPGA Performance Improvement”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

75. [Energy] Yeseong Kim, Ankit More, Emily Shriver, and Tajana S. RosingApplication Performance Prediction and Optimization Under Cache Allocation Technology”, IEEE/ACM Design Automation and Test in Europe Conference (DATE), 2019.

77. [Energy] Daniel Peroni, Mohsen Imani, Tajana RosingALook: Adaptive Lookup for GPGPU Acceleration”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2019.

81. [ML Energy] Sahand Salamat, Mohsen Imani, Saransh Gupta, and Tajana S. RosingRNSnet: In-Memory Neural Network Acceleration Using Residue Number System”, IEEE International Conference on Rebooting Computing (ICRC), 2018.

85. [Energy] Mohsen Imani, Ricardo Garcia, Saransh Gupta, Tajana RosingConfigurable Floating Point Multiplier for Approximate Computing”, IEEE/ACM Design Automation Conference (DAC), 2018.

87. [Energy] Mohsen Imani, Ricardo Garcia, Saransh Gupta, Tajana RosingRMAC: Runtime Configurable Floating Point Multiplier for Approximate Computing”, IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2018.

92. [Energy] ISQED 2018Deep Neural Network Acceleration Framework Under Hardware Uncertainty”, IEEE International Symposium on Quality Electronic Design (ISQED), 2018.

94. [Energy] Mohsen Imani, Max Masich, Daniel Peroni, Pushen Wang, Tajana RosingCANNA: Neural Network Acceleration using Configurable Approximation on GPGPU”, IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), 2018.

98. [Energy] Yeseong Kim, Pietro Mercati, Ankit More, Emily Shriver, Tajana S. RosingP4: Phase-Based Power/Performance Prediction of Heterogeneous Systems via Neural Networks”, 2017

102. [PIM Energy] Joonseop Sim, Mohseh Imani, Yeseong Kim, Tajana RosingEnabling Efficient System Design Using Vertical Nanowire Transistor Current Mode Logic”, IEEE International Conference on Very Large Scale Integration (VLSI-SoC), 2017

105. [Energy] Mohsen Imani, Daniel Peroni, Tajana RosingCFPU: Configurable Floating Point Multiplier for Energy-Efficient Computing”, IEEE/ACM Design Automation Conference (DAC), 2017. (Best poster award at Research Expo)

112. [PIM Energy] Mohsen Imani, Daniel Peroni, Abbas Rahimi, Tajana RosingResistive CAM Acceleration for Tunable Approximate Computing”, IEEE International Conference on Computer Design (ICCD), 2017. (Best paper candidate)

116. [IOT Energy] Baris Aksanli, Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingContext-Aware and User-Centric Residential Energy Management”, IEEE Percom, 2017.

118. [Energy] Mohsen Imani, Yeseong Kim, Abbas Rahimi, Tajana RosingACAM: Approximate Computing Based on Adaptive Associative Memory with Online Learning”, International Symposium on Low Power Electronics and Design (ISLPED), 2016.

119. [Energy] Mohsen Imani, Abbas Rahimi, Yeseong Kim, Tajana RosingA Low-Power Hybrid Magnetic Cache Architecture Exploiting Narrow-Width Values”, IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), 2016.

120. [Energy] Jinseok Yang, S. Tilak, T.S. RosingAn Interactive Context-aware Power Management Technique for Optimizing Sensor Network Lifetime,”, 2016, acceptance rate 18%.

122. [Energy] Jagannathan Venkatesh, Christine Chan, Alper Sinan Akyurek, Tajana Simunic RosingOptimal In-Network Packet Aggregation Policy for Maximum Information Freshness”, IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI) 2016, 2016.

123. [Energy] Alper Sinan Akyurek, Tajana Simunic RosingOptimal In-Network Packet Aggregation Policy for Maximum Information Freshness”, European Conference on Networks and Communications (EuCNC) 2016.

124. [Energy] Akanksha Maurya, Alper Sinan Akyurek, Baris Aksanli, Tajana Simunic RosingTime-Series Clustering for Data Analysis in Smart Grid”, IEEE SmartGridComm, 2016.

125. [Energy] Yeseong Kim, Pietro Mercati, Tajana Simunic RosingPower Efficient, Hierarchical, Introspection framework for HPC Systems”, 2016

126. [IOT Energy] Pietro Mercati, Tajana Simunic RosingConvex Optimization and Model Identification for Reliable and Energy Efficient QoS-Aware IoT Systems”, 2016

127. [PIM Energy] Mohsen Imani, Shruti Patil, Tajana S. RosingMASC: Ultra-Low Energy Multiple-Access Single-Charge TCAM for Approximate Computing”, 2016

128. [PIM Energy] Mohsen Imani, Abbas Rahimi, Tajana S. RosingResistive Configurable Associative Memory for Approximate Computing”, 2016

136. [Energy] Christine Chan, Alper Sinan Akyurek, Kalyan Vaidyanathan, Kenny Gross, Tajana RosingOptimization of Energy, Cooling and IO Performance for Data-intensive Applications on Enterprise Servers”, 2015

137. [Energy] Baris Aksanli, Alper Sinan Akyurek, Tajana Simunic RosingUser Behavior Modeling for Estimating Residential Energy Consumption”, EAI International Conference on Smart Grids for Smart Cities, 2015.

157. [Energy] Baris Aksanli, Tajana RosingEnergy Management and Cost Analysis in Residential Houses using Batteries”, 2014

162. [Energy] Pietro Mercati, Vinay Hanumaiah, Jitendra Kulkarni, Simon Bloch, Tajana Simunic RosingUser-centric Joint Power and Thermal Management for Smartphones”, 2014

174. [Energy] J. Venkatesh, B. Aksanli, Jean-Claude Junqua, Philippe Morin, T. Simunic RosingHomeSim: Comprehensive, Smart, Residential Electrical Energy Simulation and Scheduling”, 2013, acceptance rate 30%.

181. [Energy] Alper Sinan Akyurek, Bill Torre, Tajana Simunic RosingECO-DAC: Energy Control Over Divide and Control”, 2013

182. [Energy] B. Milosevic, Jinseok Yang, N. Verma, S. Tilak, P. Zappi, E. Farella, T. S. Rosing, L. BeniniEfficient Energy Management and Data Recovery in Sensor Networks using Latent Variables Based Tensor Factorization”, 2013

249. [Energy] O. Celebican, T. S. Rosing, V. J. MooneyEnergy estimation of peripheral devices in embedded systems”, GLSVLSI 04.

252. [Energy] B. Delaney, N. Jayant, T. SimunicA WLAN Scheduling Algorithm to Reduce the Energy Consumption of a Distributed Speech Recognition Front-End,”, ESTIMedia 2003.

259. [Energy] T. Simunic, L. Benini, G. De Micheli, M.HansSource Code Optimization and Profiling of Energy Consumption in Embedded Systems”, Invited Paper, ISSS 2000.

260. [Energy] T. Simunic, H.Vikalo, P. Glynn, G. De MicheliEnergy Efficient Design of Portable Wireless Systems”, ISLPED 00, acceptance rate 35%.

264. [Energy] T. Simunic, L. Benini, G. De MicheliEnergy-efficient design of Battery-Powered Embedded Systems”, ISLPED 99, acceptance rate 24%.

265. [Energy] T. Simunic, L. Benini, G. De MicheliCycle-Accurate Simulation of Energy Consumption in Embedded Systems”, DAC 99, acceptance rate 34%.

Journals

12. [ML Energy] Mohsen Imani, Ricado Garcia, Saransh Gupta, and Tajana S. RosingHardware-Software Co-design to Accelerate Neural Network Applications”, ACM Journal on Emerging Technologies in Computing (JETC), 2019.

23. [Energy] Mohsen Imani, Daniel Peroni, Tajana RosingNVALT: Approximate Lookup Table for GPU Acceleration”, IEEE Embedded System Letter (ESL), 2017.

25. [Energy] Alper Sinan Akyurek, Tajana Simunic RosingOptimal Distributed Nonlinear Battery Control”, IEEE JESTPE, 2017.

28. [Energy] Baris Aksanli, Tajana Simunic RosingHuman Behavior Aware Energy Management in Residential Cyber-Physical Systems”, IEEE TETC, 2017.

61. [Energy] T. Simunic, L. Benini, G. De MicheliEnergy-Efficient Design of Battery-Powered Embedded Systems”, Special Issue of IEEE Transactions on VLSI, pp. 18-28, May 2001.

Books

3. [Energy] Baris Aksanli, Jagannathan Venkatesh, Inder Monga, Tajana RosingRenewable Energy Prediction for Improved Utilization and Efficiency in Datacenters and Backbone Networks”, Computational Sustainability Springer Book Chapter, 2015.

5. [Energy] G. Dhiman, R. Ayoub, T. Simunic RosingEnergy and Thermally Aware Scheduling in Datacenters”, Energy-Efficient Distributed Computing, Edited by Albert Zomaya & Young Choon Lee , Wiley-Interscience, 2010

6. [Energy] N. Nikzad, P. Aghera, P. Zappi, T. Simunic RosingEnergy Management in Heterogeneous Wireless Healthcare Networks”, in Energy-Efficient Distributed Computing, Edited by Albert Zomaya & Young Choon Lee, Wiley-Interscience 2010.

9. [Energy] T. SimunicDynamic Management of Power Consumption in Power Aware Computing”, Edited by R. Graybill, R. Mehlem, Kluwer Academic Publishers pp.102-125, 2002.

Patents

Theses

3. [Energy] Alper Sinan AkyurekOptimized Energy Control in Power Distribution Systems”, ISQED'08, University of California, San Diego, 2017.

5. [Energy] Jinseok YangEnergy efficient data aggregation in wireless sensor networks”, University of California, San Diego, 2015.

6. [Energy] Baris AksanliEnergy and Cost Efficient Data Centers”, University of California, San Diego, 2015.

17. [Energy] Tajana SimunicEnergy Efficient System Design and Utilization”, Stanford University, 2001.



Machine Learning

Conferences

3. [ML] Behnam Khaleghi, Uday Mallappa, Duygu Yaldiz, Haichao Yang, Monil Shah, Jaeyoung Kang, Tajana RosingPatterNet: Explore and Exploit Filter Patterns for Efficient Deep Neural Networks”, Design Automation Conference (DAC), 2022

7. [IOT] [ML] Emily Ekaireb, Xiaofan Yu, Kazim Ergun, Quanling Zhao, Kai Lee, Muhammad Huzaifa, Tajana Rosingns3-fl: Simulating Federated Learning with ns-3”, The workshop on ns-3 (WNS3), 2022

8. [IOT] [ML] Jinhao Liu, Xiaofan Yu, Tajana RosingSelf-Train: Self-Supervised On-Device Training for Post-Deployment Adaptation”, IEEE International Conference on Smart Internet of Things (SmartIoT), 2022

9. [ML] Sahand Salamat, Sumiran Shubhi, Behnam Khaleghi, Tajana RosingResidue-Net: Multiplication-free Neural Network by In-situ, No-loss Migration to Residue Number Systems”, 26th Asia and South Pacific Design Automation Conference (ASP-DAC), 2021

14. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliOPELRUL: Optimally Weighted Ensemble Learner for Remaining Useful Life Prediction”, IEEE International Conference on Prognostics and Health Management, 2021

21. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliENFES: ENsemble FEw-Shot Learning For Intelligent Fault Diagnosis with Limited Data”, IEEE SENSORS 2021

32. [ML] Yunhui Guo, Mingrui Liu, Tianbao Yang, Tajana RosingImproved Schemes for Episodic Memory based Lifelong Learning Algorithm”, 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada.

36. [PIM ML] Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, and Tajana RosingDeep Learning Acceleration with Neuron-to-Memory Transformation”, IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2020

39. [PIM ML] Saransh Gupta, Mohsen Imani, Hengyu Zhao, Fan Wu, Jishen Zhao, and Tajana RosingImplementing Binary Neural Networks in Memory with Approximate Accumulation”, ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 2020

45. [ML] Onat Gungor, Jake Garnier, Tajana Rosing, Baris AksanliLENARD: Lightweight ENsemble LeARner for MeDium-term Electricity Consumption Prediction”, IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2020

50. [PIM ML] Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana S. RosingFloatPIM: In-Memory Acceleration of Deep Neural Network Training with High Precision”, IEEE International Symposium on Computer Architecture (ISCA), 2019.

59. [PIM ML] Mohsen Imani, Yeseong Kim, Suransh Gupta, Daniel Peroni, and Tajana S. RosingIn-Memory Acceleration of Deep Neural Network”, GOMACTech Conference, 2019.

63. [ML] Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, and Tajana RosingHierarchical and Distributed Machine Learning Inference Beyond the Edge”, IEEE International Conference on Networking, Sensing and Control (ICNSC), 2019.

72. [ML] Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Schmidt FerisSpotTune: Transfer Learning through Adaptive Fine-tuning”, In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

73. [ML] Yunhui Guo, Yandong Li, Liqiang Wang, Tajana RosingDepthwise Convolution is All You Need for Learning Multiple Visual Domains”, The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), 2019.

81. [ML Energy] Sahand Salamat, Mohsen Imani, Saransh Gupta, and Tajana S. RosingRNSnet: In-Memory Neural Network Acceleration Using Residue Number System”, IEEE International Conference on Rebooting Computing (ICRC), 2018.

Journals

6. [IOT] [ML] Onat Gungor, Tajana Rosing, Baris AksanliDOWELL: Diversity-induced Optimally Weighted EnsembLe Learner for Predictive Maintenance of Industrial Internet of Things Devices”, IEEE Internet of Things Journal, 2021

12. [ML Energy] Mohsen Imani, Ricado Garcia, Saransh Gupta, and Tajana S. RosingHardware-Software Co-design to Accelerate Neural Network Applications”, ACM Journal on Emerging Technologies in Computing (JETC), 2019.

Books

Patents

Theses

1. [PIM ML] Saransh GuptaProcessing in Memory using Emerging Memory Technologies”, University of California, San Diego, 2018.


DISCLAIMER: Most of the reported acceptance rates are based on those reported by ACM digital library (http://portal.acm.org/portal.cfm ). For the other publications, the acceptance rates are reported to the best of our knowledge. The above publications are provided here for personal and academic use only, copyright laws may apply.