Shangyu Chen

Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain\n Surgeon

Xin Dong, Shangyu Chen, Sinno Jialin Pan · arXiv (Cornell University) · 2017 · 284 citations · Full text

Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon

Xin Dong, Shangyu Chen, Sinno Jialin Pan · 2017 · 63 citations · Full text

Artificial Intelligence, Convolutional Neural Network, Engineering +17

Deep Neural Network Quantization via Layer-Wise Optimization Using Limited Training Data

Shangyu Chen, Wenya Wang, Sinno Jialin Pan · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 31 citations · Full text

Parameters Quantization, Deep Neural Networks, Image Analysis +13

MetaQuant: Learning to Quantize by Learning to Penetrate Non-differentiable Quantization

Shangyu Chen, Wenya Wang, Sinno Jialin Pan · Neural Information Processing Systems · 2019 · 27 citations

Artificial Intelligence, Engineering, Machine Learning +16

Storage Efficient and Dynamic Flexible Runtime Channel Pruning via Deep Reinforcement Learning

Jianda Chen, Shangyu Chen, Sinno Jialin Pan · Neural Information Processing Systems · 2020 · 15 citations

Artificial Intelligence, Engineering, Machine Learning +10