Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift

Hongrui Liu, Binbin Hu, Xiao Wang 0017, Chuan Shi, Zhiqiang Zhang, Jun Zhou. Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift. In Frédérique Laforest, Raphaël Troncy, Elena Simperl, Deepak Agarwal, Aristides Gionis, Ivan Herman, Lionel Médini, editors, WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022. pages 1248-1258, ACM, 2022. [doi]

@inproceedings{LiuHWSZZ22,
  title = {Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift},
  author = {Hongrui Liu and Binbin Hu and Xiao Wang 0017 and Chuan Shi and Zhiqiang Zhang and Jun Zhou},
  year = {2022},
  doi = {10.1145/3485447.3512172},
  url = {https://doi.org/10.1145/3485447.3512172},
  researchr = {https://researchr.org/publication/LiuHWSZZ22},
  cites = {0},
  citedby = {0},
  pages = {1248-1258},
  booktitle = {WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022},
  editor = {Frédérique Laforest and Raphaël Troncy and Elena Simperl and Deepak Agarwal and Aristides Gionis and Ivan Herman and Lionel Médini},
  publisher = {ACM},
  isbn = {978-1-4503-9096-5},
}