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cs.LG2021
A Lightweight and Gradient-Stable Neural Layer
Yueyao Yu, Yin Zhang
To enhance resource efficiency and model deployability of neural networks, we propose a neural-layer architecture based on Householder weighting and absolute-value activating, call…
cs.LG2021★ 1 cited
Multi-layer Perceptron Trainability Explained via Variability
Yueyao Yu, Yin Zhang
Despite the tremendous successes of deep neural networks (DNNs) in various applications, many fundamental aspects of deep learning remain incompletely understood, including DNN tra…