36 citations · 99 across the 15 of their papers we have counts for
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cs.LG2020★ 32 cited
Neural Thompson Sampling
Weitong Zhang, Dongruo Zhou, Lihong Li +1
Thompson Sampling (TS) is one of the most effective algorithms for solving contextual multi-armed bandit problems. In this paper, we propose a new algorithm, called Neural Thompson…
cs.LG2020★ 36 cited
A Finite Time Analysis of Two Time-Scale Actor Critic Methods
Yue Wu, Weitong Zhang, Pan Xu +1
Actor-critic (AC) methods have exhibited great empirical success compared with other reinforcement learning algorithms, where the actor uses the policy gradient to improve the lear…