research
∙
09/29/2020
Finite-Time Analysis for Double Q-learning
Although Q-learning is one of the most successful algorithms for finding...
share
research
∙
07/30/2020
Momentum Q-learning with Finite-Sample Convergence Guarantee
Existing studies indicate that momentum ideas in conventional optimizati...
research
∙
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 ...
research
∙
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...
research
∙
05/07/2019
