27 citations · 79 across the 28 of their papers we have counts for
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cs.LG2020★ 8 cited
Momentum Q-learning with Finite-Sample Convergence Guarantee
Bowen Weng, Huaqing Xiong, Lin Zhao +2
Existing studies indicate that momentum ideas in conventional optimization can be used to improve the performance of Q-learning algorithms. However, the finite-sample analysis for…
cs.LG2019
Accelerated Target Updates for Q-learning
Bowen Weng, Huaqing Xiong, Wei Zhang
This paper studies accelerations in Q-learning algorithms. We propose an accelerated target update scheme by incorporating the historical iterates of Q functions. The idea is conce…