40 citations · 119 across the 19 of their papers we have counts for
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cs.LG2023
Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions
Tongxin Li, Yiheng Lin, Shaolei Ren +1
We study the tradeoff between consistency and robustness in the context of a single-trajectory time-varying Markov Decision Process (MDP) with untrusted machine-learned advice. Our…
cs.LG2023★ 1 cited
Convergence Rates for Localized Actor-Critic in Networked Markov Potential Games
Zhaoyi Zhou, Zaiwei Chen, Yiheng Lin +1
We introduce a class of networked Markov potential games in which agents are associated with nodes in a network. Each agent has its own local potential function, and the reward of…
math.OC2023★ 3 cited
Online switching control with stability and regret guarantees
Yingying Li, James A. Preiss, Na Li +3
This paper considers online switching control with a finite candidate controller pool, an unknown dynamical system, and unknown cost functions. The candidate controllers can be uns…