133 citations · 171 across the 7 of their papers we have counts for
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cs.LG2021
Training BatchNorm Only in Neural Architecture Search and Beyond
Yichen Zhu, Jie Du, Yuqin Zhu +4
This work investigates the usage of batch normalization in neural architecture search (NAS). Specifically, Frankle et al. find that training BatchNorm only can achieve nontrivial p…
cs.AR2021
Programmable FPGA-based Memory Controller
Sasindu Wijeratne, Sanket Pattnaik, Zhiyu Chen +2
Even with generational improvements in DRAM technology, memory access latency still remains the major bottleneck for application accelerators, primarily due to limitations in memor…
cs.AR2021★ 133 cited
CAP-RAM: A Charge-Domain In-Memory Computing 6T-SRAM for Accurate and Precision-Programmable CNN Inference
Zhiyu Chen, Zhanghao Yu, Qing Jin +6
A compact, accurate, and bitwidth-programmable in-memory computing (IMC) static random-access memory (SRAM) macro, named CAP-RAM, is presented for energy-efficient convolutional ne…