9 citations · 21 across the 9 of their papers we have counts for
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cs.LG2022★ 6 cited
Non-Stationary Bandit Learning via Predictive Sampling
Yueyang Liu, Xu Kuang, Benjamin Van Roy
Thompson sampling has proven effective across a wide range of stationary bandit environments. However, as we demonstrate in this paper, it can perform poorly when applied to non-st…
cs.LG2022★ 1 cited
Gaussian Imagination in Bandit Learning
Yueyang Liu, Adithya M. Devraj, Benjamin Van Roy +1
Assuming distributions are Gaussian often facilitates computations that are otherwise intractable. We study the performance of an agent that attains a bounded information ratio wit…