15 citations · 45 across the 14 of their papers we have counts for
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cs.LG2022★ 1 cited
On Convergence of Average-Reward Off-Policy Control Algorithms in Weakly Communicating MDPs
Yi Wan, Richard S. Sutton
We show two average-reward off-policy control algorithms, Differential Q-learning (Wan, Naik, & Sutton 2021a) and RVI Q-learning (Abounadi Bertsekas & Borkar 2001), converge in wea…
cs.LG2022
Toward Discovering Options that Achieve Faster Planning
Yi Wan, Richard S. Sutton
We propose a new objective for option discovery that emphasizes the computational advantage of using options in planning. In a sequential machine, the speed of planning is proporti…
cs.LG2022★ 4 cited
Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods
Yi Wan, Ali Rahimi-Kalahroudi, Janarthanan Rajendran +3
In recent years, a growing number of deep model-based reinforcement learning (RL) methods have been introduced. The interest in deep model-based RL is not surprising, given its man…