Publications

  1. Yeseong Kim, Jiseung Kim, and Mohsen Imani, "CascadeHD: Efficient Many-Class Learning Framework Using Hyperdimensional Computing," IEEE/ACM Design Automation Conference (DAC), Dec 2021
  2. Mohsen Imani*, Zhuowen Zou, Samuel Bosch, Sanjay Anantha Rao, Sahand Salamat, Venkatesh Kumar, Yeseong Kim*, and Tajana Rosing, "Revisiting HyperDimensional Learning for FPGA and Low-Power Architectures," IEEE International Symposium on High-Performance Computer Architecture (HPCA), Feb 2021 (*Co-corresponding authors)
  3. Zhuowen Zou, Yeseong Kim*, M. Hassan Najafi, and Mohsen Imani*, "ManiHD: Efficient Hyper-Dimensional Learning Using Manifold Trainable Encoder," IEEE/ACM Design Automation and Test in Europe Conference (DATE), Feb 2021 (*Co-corresponding authors)
  4. Alejandro Hernandez-Cano, Yeseong Kim*, and Mohsen Imani*, "A Framework for Efficient and Binary Clustering in High-Dimensional Space," IEEE/ACM Design Automation and Test in Europe Conference (DATE), Feb 2021 (*Co-corresponding authors)
  5. Sahand Salamat, Jaeyoung Kang, Yeseong Kim, Mohsen Imani, Niema Moshiri and Tajana Rosing, "FPGA Acceleration of Protein Back-translation and Alignment," IEEE/ACM Design Automation and Test in Europe Conference (DATE), Feb 2021
  6. Yunhui Guo, Mohsen Imani, Jaeyoung Kang, Sahand Salamat, Justin Morris, Baris Aksanli, Yeseong Kim, and Tajana Rosing, "HyperRec: Efficient Recommender Systems with Hyperdimensional Computing," IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), Jan 2021
  7. Minxuan Zhou, Mohsen Imani, Yeseong Kim, Saransh Gupta, and Tajana Rosing, "DP-Sim: A Full-stack Simulation Infrastructure for Digital Processing In-Memory Architectures," IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), Jan 2021
  8. Mohsen Imani*, Saikishan Pampana, Saransh Gupta, Minxuan Zhou, Yeseong Kim*, and Tajana Rosing, "DUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory," IEEE/ACM International Symposium on Microarchitecture (MICRO), Oct 2020 (*Co-corresponding authors)
  9. Behnam Khaleghi, Sahand Salamat, Anthony Thomas, Fatemeh Asgarinejad, Yeseong Kim, and Tajana Rosing, "SHEARer: highly-efficient hyperdimensional computing by software-hardware enabled multifold approximation," International Symposium on Low Power Electronics and Design (ISLPED), July 2020
  10. Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana Rosing, "Deep Learning Acceleration with Neuron-to-Memory Transformation," IEEE International Symposium on High-Performance Computer Architecture (HPCA), Feb 2020
  11. Mohsen Imani, Yeseong Kim, Sadegh Riazi, John Merssely, Patrick Liu, Farinaz Koushanfar and Tajana S. Rosing, "A Framework for Collaborative Learning in Secure High-Dimensional Space," IEEE Cloud Computing (CLOUD), Jul 2019 (M. Imani and Y. Kim contributed equally, acceptance rate 14.3%)
  12. Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana S. Rosing, "FloatPIM: In-Memory Acceleration of Deep Neural Network Training with High Precision," International Symposium on Computer Architecture (ISCA), Jun 2019
  13. Joonseop Sim, Saransh Gupta, Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "UPIM : Unipolar Switching Logic for High Density Processing-in-Memory Applications," ACM Great lakes symposium on VLSI (GLSVLSI), May 2019
  14. Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, and Tajana S. Rosing, "Hierarchical and Distributed Machine Learning Inference Beyond the Edge," IEEE International Conference on Networking, Sensing and Control (ICNSC), May 2019
  15. Dongwon Park, Ilgweon Kang, Yeseong Kim, Sicun Gao, Bill Lin, and Chung-Kuan Cheng, "ROAD : Routability Analysis and Diagnosis Framework Based on SAT Techniques," International Symposium on Physical Design (ISPD), Apr 2019
  16. Joonseop Sim, Minsu Kim, Yeseong Kim, Saransh Gupta, Behnam Khaleghi, Tajana Rosing, "MAPIM: Mat Parallelism for High Performance Processing in Non-volatile Memory Architecture," International Symposium on Quality Electronic Design (ISQED), Mar 2019
  17. Yeseong Kim, Ankit More, Emily Shriver, and Tajana S. Rosing, "Application Performance Prediction and Optimization Under Cache Allocation Technology," IEEE/ACM Design Automation and Test in Europe Conference (DATE), Mar 2019
  18. Mohsen Imani, Yeseong Kim, Thomas Worley, Saransh Gupta, and Tajana S. Rosing, "HDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing," IEEE/ACM Design Automation and Test in Europe Conference (DATE), Mar 2019
  19. Minxuan Zhou, Mohsen Imani, Saransh Gupta, Yeseong Kim, and Tajana S. Rosing, "GRAM: Graph Processing in a ReRAM-based Computational Memory," IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), Jan 2019
  20. Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "Hyperdimensional Computing: A Light-Weight Cognitive Machine," NSF IoT Workshop, Nov 2018
  21. Yeseong Kim, Mohsen Imani, and Tajana S. Rosing, "Efficient Human Activity Recognition Using Hyperdimensional Computing," IEEE Conference on Internet of Things (IoT 2018), Oct 2018
  22. Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, Tajana S. Rosing, "Pushing Down Machine Learning Inference to the Edge in Heterogeneous Internet of Things Applications," arXiv preprint, 2018
  23. Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana S. Rosing, "RAPIDNN: In-Memory Deep Neural Network Acceleration Framework," arXiv preprint, 2018
  24. Joonseop Sim, Mohsen Imani, Woojin Choi, Yeseong Kim, and Tajana S. Rosing, "LUPIS: Latch-up Based Ultra Efficient Processing in-Memory System," 2018 International Symposium on Quality Electronic Design (ISQED 2018), March 2018
  25. Yeseong Kim, Mohsen Imani, and Tajana S. Rosing, "Visual Object Recognition Accelerator Based on Approximate In-Memory Processing," Non-Volatile Memory Workshop (NVMW 2018), March 2018
  26. Yeseong Kim, Pietro Mercati, Ankit More, Emily Shriver, and Tajana S. Rosing, "P4: Phase-Based Power/Performance Prediction of Heterogeneous Systems via Neural Networks," 2017 International Conference on Computer-Aided Design (ICCAD 2017), November 2017
  27. Yeseong Kim, Mohsen Imani, and Tajana S. Rosing, "ORCHARD: Visual Object Recognition Accelerator Based on Approximate In-Memory Processing," 2017 International Conference on Computer-Aided Design (ICCAD 2017), November 2017
  28. Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "Brain-Inspired Hyperdimensional Computing: An Efficient Classifier for Embedded Devices," 2017 International Conference on Computer-Aided Design (ICCAD 2017), November 2017
  29. Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "NNgine: Ultra-Efficient Nearest Neighbor Accelerator Based on In-Memory Computing," IEEE International Conference on Rebooting Computing (ICRC 2017), November 2017
  30. Joonseop Sim, Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "Enabling Efficient System Design Using Vertical Nanowire Transistor Current Mode Logic," 25th IEEE International Conference on Very Large Scale Integration (VLSI-SoC 2017), October 2017
  31. Yeseong Kim, Mohsen Imani, and Tajana S. Rosing, "CHOIR: General-Purpose Online Classification Accelerator via In-Memory Computing," TECHCON SRC Conference (TECHCON 2017), September 2017
  32. Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "In-Memory Processing to Support Search-Based and Bitwise Computation," Non-Volatile Memory Workshop (NVMW 2017), March 2017
  33. Mohsen Imani, Daniel Peroni, Yeseong Kim, Abbas Rahimi, and Tajana S. Rosing, "Efficient Neural Network Acceleration on GPGPU using Content Addressable Memory," 20th Design Automation and Test in Europe (DATE 2017), March 2017
  34. Mohsen Imani, Yeseong Kim, and Tajana S. Rosing, "MPIM: Multi-Purpose In-Memory Processing Using Configurable Resistive Memory," 22nd Asia and South Pacific Design Automation Conference (ASPDAC 2017), January 2017
  35. Wanlin Cui, Yeseong Kim, and Tajana S. Rosing, "Cross-Platform Machine Learning Characterization for Task Allocation in IoT Ecosystems," 7th IEEE Annual Computing and Communication Workshop and Conference (CCWC 2017), January 2017 (Best Paper)
  36. Yeseong Kim, Pietro Mercati, and Tajana S. Rosing, "Power Efficient, Hierarchical, Introspection Framework for HPC Systems," TECHCON SRC Conference (TECHCON 2016), September 2016
  37. Mohsen Imani, Yeseong Kim, Abbas Rahimi and Tajana S. Rosing, "Acam: Approximate computing based on adaptive associative memory with online learning," 2016 International Symposium on Low Power Electronics and Design (ISLPED 2016), August 2016
  38. Mohsen Imani, Abbas Rahimi, Yeseong Kim and Tajana S. Rosing, "A Low-Power Hybrid Magnetic Cache Architecture Exploiting Narrow-Width Values," 5th Non-Volatile Memory Systems and Applications Symposium (NVMSA 2016), August 2016
  39. Mohsen Imani, Yeseong Kim, Abbas Rahimi and Tajana S. Rosing, "Associative Memory with Online Learning for Approximate Computing," IEEE/ACM Design Automation Conference (DAC 2016), June 2016
  40. Shruti Patil, Yeseong Kim, Kunal Korgaonkar, Ibrahim Awwal, and Tajana S. Rosing, "Characterization of User's Behavior Variations for Design of Replayable Mobile Workloads," 7th EAI International Conference on Mobile Computing, Applications and Services (MobiCASE 2015), November 2015
  41. Yeseong Kim, Francesco Paterna, Sameer Tilak, and Tajana S. Rosing, "Smartphone Analysis and Optimization based on User Activity Recognition," 2015 International Conference on Computer-Aided Design (ICCAD 2015), November 2015
  42. Yeseong Kim, Mohsen Imani, Shruti Patil, and Tajana S. Rosing, "CAUSE: Critical Application Usage-Aware Memory System using Non-volatile Memory for Mobile Devices," 2015 International Conference on Computer-Aided Design (ICCAD 2015), November 2015
  43. Yeseong Kim, Boyeong Jeon, and Jihong Kim, "A Personalized Network Activity-Aware Approach to Reducing Radio Energy Consumption of Smartphones," IEEE Transaction on Mobile Computing (IEEE TMC), March 2016
  44. Wook Song, Yeseong Kim, Hakbong Kim, Jehun Lim, and Jihong Kim, "Personalized Optimization for Andriod Smartphones," ACM Transaction on Embedded Computing Systems (ACM TECS), January 2014
  45. Yeseong Kim, and Jihong Kim, "Personalized Diapause: Reducing Radio Energy Consumption of Smartphones by Network-context Aware Dormancy Predictions," 2012 USENIX conference on Power-Aware Computing and Systems (HotPower'12 co-located with OSDI'12), October 2012 (One of 10 accepted out of 39 submissions)
  46. Yeseong Kim, Qingqing Zhang, Nosub Sung, and Jihong Kim, "A Mobile Network Emulation Environment for Repeatable Smartphone Performance Evaluations," 2012 Korea Computer Congress (KCC'13), June 2013 (Best Presentation Paper)
  47. Yeseong Kim, Wook Song, and Jihong Kim, "A Smartphone Network Energy Optimization Technique Using Personalized Network Usage Behavior," 2012 Korea Computer Congress (KCC'12), June 2012 (Best Paper)
  48. Yeseong Kim, Jongwook Choi, Sungjin Lee, and Jihong Kim, "A Fast File Search Technique Using Direct Access of Metadata Area," 2011 Korea Computer Congress (KCC'11), June 2011

  1. Yeseong Kim, Mohsen Imani, and Tajana S. Rosing, "Image Recognition Accelerator Design Using In-Memory Processing," IEEE MICRO, IEEE Computer Society, Jan/Feb 2019
  2. Yeseong Kim, Qingqing Zhang, Nosub Sung, and Jihong Kim, "A Mobile Network Emulation Environment for Repeatable Performance Evaluations of Smartphones," Journal of Korean Institute of Information Scientists and Engineers : Computer Practices (KIISE), December 2013
  3. Yeseong Kim, Wook Song, and Jihong Kim, "A Personalized Network Tail Energy Optimization Technique Based on Smartphone Network Usage Behavior," Journal of Korean Institute of Information Scientists and Engineers : Computer Systems and Theory (KIISE), December 2012

Book Chapters

  1. Shruti Patil, Yeseong Kim, Kunal Korgaonkar, Ibrahim Awwal, and Tajana S. Rosing, "Characterization of User's Behavior Variations for Design of Replayable Mobile Workloads", Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering (LNICST), Springer, Vol 162, pp. 51-70, 2015.

Patents

  1. Systems, circuits and computer program products providing a framework for secured collaborative training using hyper-dimensional vector based data encoding/decoding and related methods, Mohsen Imani, Yeseong Kim, Tajana Rosing, Farinaz Koushanfar, Mohammad Sadegh Riazi, 16915643, US20200410404A1, US, 2020.12.31
  2. WIRELESS COMMUNIATION DEVICE AND CONTROL METHOD FOR CONTROLLING NETWORK CONNECTION THEREOF, Jihong Kim, Yeseong Kim, 1014715380000, South Korea, 2014.12.04
  3. Personalized optimization apparatus in a mobile terminal platform, Jihong Kim, Wook Song, Yeseong Kim, 1013713380000, South Korea, 2014.02.27
  4. System and Method That Exchange User Created Contents Information, and Construct and Manage User Created Contents, Connecting Computers and Portable Devices, Young-gil Shin, Hyunsang Eom, Yeseong Kim, Hyunoh Hwang, 2011008895940000, South Korea, 2009.03.12