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20202023
most citedCommunication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks

16 citations · 39 across the 8 of their papers we have counts for

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eess.IV2021

Differentiable Neural Architecture Search for Extremely Lightweight Image Super-Resolution

Han Huang, Li Shen, Chaoyang He +2

Single Image Super-Resolution (SISR) tasks have achieved significant performance with deep neural networks. However, the large number of parameters in CNN-based met-hods for SISR t…

cs.LG2021★ 15 cited

Towards Practical Adam: Non-Convexity, Convergence Theory, and Mini-Batch Acceleration

Congliang Chen, Li Shen, Fangyu Zou +1

Adam is one of the most influential adaptive stochastic algorithms for training deep neural networks, which has been pointed out to be divergent even in the simple convex setting v…