Search Results for author: Yuzheng Hu

Found 2 papers, 1 papers with code

Don't Waste Your Bits! Squeeze Activations and Gradients for Deep Neural Networks via TinyScript

no code implementations ICML 2020 Fangcheng Fu, Yuzheng Hu, Yihan He, Jiawei Jiang, Yingxia Shao, Ce Zhang, Bin Cui

Recent years have witnessed intensive research interests on training deep neural networks (DNNs) more efficiently by quantization-based compression methods, which facilitate DNNs training in two ways: (1) activations are quantized to shrink the memory consumption, and (2) gradients are quantized to decrease the communication cost.

Quantization

Second-order Information in First-order Optimization Methods

1 code implementation20 Dec 2019 Yuzheng Hu, Licong Lin, Shange Tang

To the best of our knowledge, this is the first paper that seriously considers the necessity of square root among all adaptive methods.

2D Human Pose Estimation

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