40 citations · 72 across the 18 of their papers we have counts for
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cs.LG2021
Privacy-Preserving Serverless Edge Learning with Decentralized Small Data
Shih-Chun Lin, Chia-Hung Lin
In the last decade, data-driven algorithms outperformed traditional optimization-based algorithms in many research areas, such as computer vision, natural language processing, etc.…
cs.LG2021★ 40 cited
On the Origin of Implicit Regularization in Stochastic Gradient Descent
Samuel L. Smith, Benoit Dherin, David G. T. Barrett +1
For infinitesimal learning rates, stochastic gradient descent (SGD) follows the path of gradient flow on the full batch loss function. However moderately large learning rates can a…