Shaokai Ye

PIM-Prune: Fine-Grain DCNN Pruning for Crossbar-Based Process-In-Memory Architecture

Chaoqun Chu, Yanzhi Wang, Yilong Zhao et al. · 2020 · 58 citations

Engineering, Machine Learning, Fine-grain Dcnn Pruning +16

StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs

Tianyun Zhang, Shaokai Ye, Xiaoyu Feng et al. · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 48 citations

A Unified Framework of DNN Weight Pruning and Weight Clustering/Quantization Using ADMM

Shaokai Ye, Tianyun Zhang, Kaiqi Zhang et al. · arXiv (Cornell University) · 2018 · 43 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +16

Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM

Shaokai Ye, Xiaoyu Feng, Tianyun Zhang et al. · arXiv (Cornell University) · 2019 · 26 citations · Full text

Lossy Compression, Convolutional Neural Network, Engineering +20

Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM

Sheng Lin, Xiaolong Ma, Shaokai Ye et al. · arXiv (Cornell University) · 2019 · 14 citations · Full text

Progressive Admm, Weight Quantization, Convolutional Neural Network +15