UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup

Zongbo Han, Zhipeng Liang, Fan Yang 0081, Liu Liu, Lanqing Li, Yatao Bian, Peilin Zhao, Bingzhe Wu, Changqing Zhang, Jianhua Yao 0001. UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup. In Sanmi Koyejo, S. Mohamed, A. Agarwal, Danielle Belgrave, K. Cho, A. Oh, editors, Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022. 2022. [doi]

@inproceedings{HanL0LLBZWZ022,
  title = {UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup},
  author = {Zongbo Han and Zhipeng Liang and Fan Yang 0081 and Liu Liu and Lanqing Li and Yatao Bian and Peilin Zhao and Bingzhe Wu and Changqing Zhang and Jianhua Yao 0001},
  year = {2022},
  url = {http://papers.nips.cc/paper_files/paper/2022/hash/f593c9c251d4d7cf14d4ab9861dfb7eb-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/HanL0LLBZWZ022},
  cites = {0},
  citedby = {0},
  booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022},
  editor = {Sanmi Koyejo and S. Mohamed and A. Agarwal and Danielle Belgrave and K. Cho and A. Oh},
  isbn = {9781713871088},
}