Machine Learning Accelerators

Publications

P. N. Whatmough, S. K. Lee, M. Donato, H.-C. Hsueh, S. L. Xi, U. Gupta, L. Pentecost, G. Ko, D. Brooks and G.-Y. Wei (2019)
‘‘A 16nm 25mm2 SoC with a 54.5x Flexibility-Efficiency Range from Dual-Core Arm Cortex-A53, to eFPGA, and CacheCoherent Accelerators’’
IEEE Symposium on VLSI Circuits (VLSIC)
Kyoto, Japan, June 2019

Glenn G. Ko, Yuji Chai, Rob A. Rutenbar, David Brooks and Gu-Yeon Wei (2019)
‘‘FlexGibbs: Reconfigurable Parallel Gibbs Sampling Accelerator for Structured Graphs’’
IEEE International Symposium on Field-Programmable Custom Computing Machine (FCCM)
San Diego, CA, USA, April 2019.

Yu Wang, Yuhao Zhu, Glenn G. Ko, Brandon Reagen, Gu-Yeon Wei and David Brooks (2019)
‘‘FlexGibbs: Reconfigurable Parallel Gibbs Sampling Accelerator for Structured Graphs’’
IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS)
Madison, WI, USA, March 2019.

Glenn G. Ko and Rob A. Rutenbar (2018)
‘‘Real-Time and Low-Power Streaming Source Separation using Markov Random Field’’
ACM Journal on Emerging Technologies in Computer Systems (JETC)
April 2019.

Glenn G. Ko and Rob A. Rutenbar (2017)
‘‘A Case Study on Machine Learning Hardware: Real-time Source Separation using Markov Random Fields via Sampling-based Inference.’’
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
New Orleans, LA, USA, March 2017.

Chuanjun Zhang, Glenn G. Ko, Jung Wook Choi, Shang-nien Tsai, Minje Kim, Abner Guzman-Rivera, Rob Rutenbar, Paris Smargdis, Mi Sun Park, Vijay Narayanan, Hongyi Xin, Onur Mutlu, Bin Li, Li Zhao, Mei Chen, and Ravi Iyer (2013)
‘‘EMERALD: Characterization of Emerging Applications and Algorithms for Low-power Devices.’’
IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS),
Austin, TX, USA, April 2013.

Minje Kim, Paris Smaragdis, Glenn G. Ko, and Rob A. Rutenbar (2012)
‘‘Stereophonic Spectrogram Segmentation Using Markov Random Fields.’’
IEEE International Workshop on Machine Learning for Signal Processing (MLSP),
Santander, Spain, September 2012.