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cs.LG2023
Stochastic Ratios Tracking Algorithm for Large Scale Machine Learning Problems
Shigeng Sun, Yuchen Xie
Many machine learning applications and tasks rely on the stochastic gradient descent (SGD) algorithm and its variants. Effective step length selection is crucial for the success of…
cs.LG2019★ 124 cited
A Theoretical Analysis of Deep Q-Learning
Jianqing Fan, Zhaoran Wang, Yuchen Xie +1
Despite the great empirical success of deep reinforcement learning, its theoretical foundation is less well understood. In this work, we make the first attempt to theoretically und…