519 citations · 1.6k across the 49 of their papers we have counts for
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cs.LG2021
SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs
Satyen Kale, Ayush Sekhari, Karthik Sridharan
Multi-epoch, small-batch, Stochastic Gradient Descent (SGD) has been the method of choice for learning with large over-parameterized models. A popular theory for explaining why SGD…
cs.LG2021★ 1 cited
Agnostic Reinforcement Learning with Low-Rank MDPs and Rich Observations
Christoph Dann, Yishay Mansour, Mehryar Mohri +2
There have been many recent advances on provably efficient Reinforcement Learning (RL) in problems with rich observation spaces. However, all these works share a strong realizabili…