"robust markov decision processes" Papers

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Solving Robust Markov Decision Processes: Generic, Reliable, Efficient

Tobias Meggendorfer, Maximilian Weininger, Patrick Wienhöft

AAAI 2025paperarXiv:2412.10185
7
citations

Accelerated Policy Gradient for s-rectangular Robust MDPs with Large State Spaces

Ziyi Chen, Heng Huang

ICML 2024

A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes

Zhenwei Lin, Chenyu Xue, Qi Deng et al.

ICML 2024arXiv:2406.00274
3
citations

Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel

Uri Gadot, Kaixin Wang, Navdeep Kumar et al.

ICML 2024arXiv:2306.05859
9
citations

Efficient Value Iteration for s-rectangular Robust Markov Decision Processes

Navdeep Kumar, Kaixin Wang, Kfir Levy et al.

ICML 2024