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1. Journal Articles7

  Department of Electrical Engineering and Computer Science Computation Efficient Learning Lab.

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Article
Diffusion-Based Generative System Surrogates for Scalable Learning-Driven Optimization in Virtual Playgrounds
  • Lee, Junyoung ; 
  • Kim, Seohyun ; 
  • Jang, Shinhyoung ; 
  • Park, Jongho ; 
  • Kim, Yeseong
  • 2025-06
  • Proceedings of the ACM on Measurement and Analysis of Computing Systems, v.9, no.2, pp.43 - 45
  • Association for Computing Machinery
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Article
Advancing Hyperdimensional Computing Based on Trainable Encoding and Adaptive Training for Efficient and Accurate Learning
  • Kim, Jiseung ; 
  • Lee, Hyunsei ; 
  • Imani, Mohsen ; 
  • Kim, Yeseong
  • 2024-09
  • Kim, Jiseung. (2024-09). Advancing Hyperdimensional Computing Based on Trainable Encoding and Adaptive Training for Efficient and Accurate Learning. ACM Transactions on Design Automation of Electronic Systems, 29(5), 1–25. doi: 10.1145/3665891
  • Association for Computing Machinary
  • View : 98
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Article
OpenHD: A GPU-Powered Framework for Hyperdimensional Computing
  • Kang, Jaeyoung ; 
  • Khaleghi, Behnam ; 
  • Rosing, Tajana ; 
  • Kim, Yeseong
  • 2022-11
  • Kang, Jaeyoung. (2022-11). OpenHD: A GPU-Powered Framework for Hyperdimensional Computing. IEEE Transactions on Computers, 71(11), 2753–2765. doi: 10.1109/TC.2022.3179226
  • Institute of Electrical and Electronics Engineers
  • View : 241
  • Download : 0
Article
Memory-inspired spiking hyperdimensional network for robust online learning
  • Zou, Zhuowen ; 
  • Alimohamadi, Haleh ; 
  • Zakeri, Ali ; 
  • Imani, Farhad ; 
  • Kim, Yeseong ; 
  • Najafi, M. Hassan ; 
  • Imani, Mohsen
  • 2022-05
  • Zou, Zhuowen. (2022-05). Memory-inspired spiking hyperdimensional network for robust online learning. Scientific Reports, 12(1). doi: 10.1038/s41598-022-11073-3
  • Nature Publishing Group
  • View : 339
  • Download : 0
Article
COSMO: Computing with Stochastic Numbers in Memory
  • Gupta, Saransh ; 
  • Imani, Mohsen ; 
  • Sim, Joonseop ; 
  • Huang, Andrew ; 
  • Wu, Fan ; 
  • Kang, Jaeyoung ; 
  • Kim, Yeseong ; 
  • Rosing, Tajana Simunic
  • 2022-04
  • Gupta, Saransh. (2022-04). COSMO: Computing with Stochastic Numbers in Memory. ACM Journal on Emerging Technologies in Computing Systems, 18(2), 1–25. doi: 10.1145/3484731
  • Association for Computing Machinary, Inc.
  • View : 303
  • Download : 0
Article
EventHD: Robust and efficient hyperdimensional learning with neuromorphic sensor
  • Zou, Zhuowen ; 
  • Alimohamadi, Haleh ; 
  • Kim, Yeseong ; 
  • Najafi, M. Hassan ; 
  • Srinivasa, Narayan ; 
  • Imani, Mohsen
  • 2022-07
  • Zou, Zhuowen. (2022-07). EventHD: Robust and efficient hyperdimensional learning with neuromorphic sensor. Frontiers in Neuroscience, 16. doi: 10.3389/fnins.2022.858329
  • Frontiers Media S.A.
  • View : 258
  • Download : 26
Article
Learned Performance Model for SSD
  • Lee, Hyeon Gyu ; 
  • Kim, Minwook ; 
  • Lee, Juwon ; 
  • Lee, Eunji ; 
  • Kim, Bryan S. ; 
  • Lee, Sungjin ; 
  • Kim, Yeseong ; 
  • Min, Sang Lyul ; 
  • Kim, Jin-Soo
  • 2021-07
  • Lee, Hyeon Gyu. (2021-07). Learned Performance Model for SSD. IEEE Computer Architecture Letters, 20(2), 154–157. doi: 10.1109/LCA.2021.3120728
  • Institute of Electrical and Electronics Engineers
  • View : 638
  • Download : 0
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