9 citations · 15 across the 4 of their papers we have counts for
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cs.LG2022
Rate-matching the regret lower-bound in the linear quadratic regulator with unknown dynamics
Feicheng Wang, Lucas Janson
The theory of reinforcement learning currently suffers from a mismatch between its empirical performance and the theoretical characterization of its performance, with consequences…
cs.LG2020★ 1 cited
Exact Asymptotics for Linear Quadratic Adaptive Control
Feicheng Wang, Lucas Janson
Recent progress in reinforcement learning has led to remarkable performance in a range of applications, but its deployment in high-stakes settings remains quite rare. One reason is…
cs.LG2020
Inference for Batched Bandits
Kelly W. Zhang, Lucas Janson, Susan A. Murphy
As bandit algorithms are increasingly utilized in scientific studies and industrial applications, there is an associated increasing need for reliable inference methods based on the…