Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets

Zhang-Wei Hong, Aviral Kumar, Sathwik Karnik, Abhishek Bhandwaldar, Akash Srivastava, Joni Pajarinen, Romain Laroche, Abhishek Gupta, Pulkit Agrawal. Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets. In Alice Oh, Tristan Naumann, Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine, editors, Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023. 2023. [doi]

@inproceedings{HongKKBSPLGA23,
  title = {Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets},
  author = {Zhang-Wei Hong and Aviral Kumar and Sathwik Karnik and Abhishek Bhandwaldar and Akash Srivastava and Joni Pajarinen and Romain Laroche and Abhishek Gupta and Pulkit Agrawal},
  year = {2023},
  url = {http://papers.nips.cc/paper_files/paper/2023/hash/0ff3502bb29570b219967278db150a50-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/HongKKBSPLGA23},
  cites = {0},
  citedby = {0},
  booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
  editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
}