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

1. Journal Articles6

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Issue Date Title Author(s) Journal View
2024-09
Advancing Hyperdimensional Computing Based on Trainable Encoding and Adaptive Training for Efficient and Accurate Learning

Kim, Jiseung ;  Lee, Hyunsei ;  Imani, Mohsen ;  Kim, Yeseong

ACM Transactions on Design Automation of Electronic Systems, v.29, no.5, pp.1 - 25, 2024-09

 61
2022-11
OpenHD: A GPU-Powered Framework for Hyperdimensional Computing

Kang, Jaeyoung ;  Khaleghi, Behnam ;  Rosing, Tajana ;  Kim, Yeseong

IEEE Transactions on Computers, v.71, no.11, pp.2753 - 2765, 2022-11

 204
2022-05
Memory-inspired spiking hyperdimensional network for robust online learning

Zou, Zhuowen ;  Alimohamadi, Haleh ;  Zakeri, Ali ;  Imani, Farhad ;  Kim, Yeseong ;  Najafi, M. Hassan ;  Imani, Mohsen

Scientific Reports, v.12, no.1, 2022-05

 231
2022-04
COSMO: Computing with Stochastic Numbers in Memory

Gupta, Saransh ;  Imani, Mohsen ;  Sim, Joonseop ;  Huang, Andrew ;  Wu, Fan ;  Kang, Jaeyoung ;  Kim, Yeseong ;  Rosing, Tajana Simunic

ACM Journal on Emerging Technologies in Computing Systems, v.18, no.2, pp.1 - 25, 2022-04

 203
2022-07
EventHD: Robust and efficient hyperdimensional learning with neuromorphic sensor

Zou, Zhuowen ;  Alimohamadi, Haleh ;  Kim, Yeseong ;  Najafi, M. Hassan ;  Srinivasa, Narayan ;  Imani, Mohsen

Frontiers in Neuroscience, v.16, 2022-07

 226
2021-07
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

IEEE Computer Architecture Letters, v.20, no.2, pp.154 - 157, 2021-07

 496
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