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Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation

[AISTATS 2024]

Zhishuai Liu · Pan Xu

Duke University

Official implementation of the paper "Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation", which is published in the Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS).

Installation instructions

Dependencies

  • python == 3.7
  • scipy == 1.7.3
  • matplotlib == 2.2.3
  • numpy == 1.21.6

Citation

@inproceedings{liu2024distributionally,
  title={Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation},
  author={Liu, Zhishuai and Xu, Pan},
  booktitle={International Conference on Artificial Intelligence and Statistics},
  year={2024}
}

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