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09/29/2020
Finite-Time Analysis for Double Q-learning
Although Q-learning is one of the most successful algorithms for finding...
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07/30/2020
Momentum Q-learning with Finite-Sample Convergence Guarantee
Existing studies indicate that momentum ideas in conventional optimizati...
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07/15/2020
Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent
Existing convergence analyses of Q-learning mostly focus on the vanilla ...
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02/15/2020
Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling
Despite the wide applications of Adam in reinforcement learning (RL), th...
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05/07/2019