Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with
Q-Value Predictions

Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions

20 July 2023

Adam Wierman

Papers citing "Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions"

4 / 4 papers shown

Title
Efficiently Solving Discounted MDPs with Predictions on Transition Matrices Lixing Lyu Jiashuo Jiang Wang Chi Cheung 32 1 0 24 Feb 2025
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Mengdi Xu Zuxin Liu Peide Huang Wenhao Ding Zhepeng Cen Bo-wen Li Ding Zhao 59 45 0 16 Sep 2022
Dynamic Regret Minimization for Control of Non-stationary Linear Dynamical Systems Yuwei Luo Varun Gupta Mladen Kolar 27 9 0 06 Nov 2021
On the Sample Complexity of Stability Constrained Imitation Learning Stephen Tu Alexander Robey Tingnan Zhang Nikolai Matni 36 35 0 18 Feb 2021