Uncertainty-Driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning

Junjie Zhang, Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Jun Yang 0028, Le Wan, Xiu Li. Uncertainty-Driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning. In Kobi Gal, Ann Nowé, Grzegorz J. Nalepa, Roy Fairstein, Roxana Radulescu, editors, ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland - Including 12th Conference on Prestigious Applications of Intelligent Systems (PAIS 2023). Volume 372 of Frontiers in Artificial Intelligence and Applications, pages 3018-3025, IOS Press, 2023. [doi]

@inproceedings{ZhangLMY0WL23,
  title = {Uncertainty-Driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning},
  author = {Junjie Zhang and Jiafei Lyu and Xiaoteng Ma and Jiangpeng Yan and Jun Yang 0028 and Le Wan and Xiu Li},
  year = {2023},
  doi = {10.3233/FAIA230618},
  url = {https://doi.org/10.3233/FAIA230618},
  researchr = {https://researchr.org/publication/ZhangLMY0WL23},
  cites = {0},
  citedby = {0},
  pages = {3018-3025},
  booktitle = {ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland - Including 12th Conference on Prestigious Applications of Intelligent Systems (PAIS 2023)},
  editor = {Kobi Gal and Ann Nowé and Grzegorz J. Nalepa and Roy Fairstein and Roxana Radulescu},
  volume = {372},
  series = {Frontiers in Artificial Intelligence and Applications},
  publisher = {IOS Press},
  isbn = {978-1-64368-437-6},
}