Generalized Logit Adjustment: Calibrating Fine-tuned Models by Removing Label Bias in Foundation Models

Beier Zhu, Kaihua Tang, Qianru Sun, Hanwang Zhang. Generalized Logit Adjustment: Calibrating Fine-tuned Models by Removing Label Bias in Foundation Models. 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{ZhuTSZ23,
  title = {Generalized Logit Adjustment: Calibrating Fine-tuned Models by Removing Label Bias in Foundation Models},
  author = {Beier Zhu and Kaihua Tang and Qianru Sun and Hanwang Zhang},
  year = {2023},
  url = {http://papers.nips.cc/paper_files/paper/2023/hash/cbe1fd3136e0f049bb8bc104231ccb99-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/ZhuTSZ23},
  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},
}