Publications

2026

  1. When More Experts Hurt: Underfitting in Multi-Expert Learning to Defer
    Shuqi Liu*, Yuzhou Cao*, Lei Feng, Bo An, and Luke Ong
    In International Conference on Machine Learning (ICML), 2026
    Paper
  2. Conformal Prediction Meets Long-tail Classification
    Shuqi Liu, Jianguo Huang, and Luke Ong
    In Association for the Advancement of Artificial Intelligence (AAAI), 2026
    Paper Poster

2024

  1. Mitigating Underfitting in Learning to Defer with Consistent Losses
    Shuqi Liu*, Yuzhou Cao*, Qiaozhen Zhang, Lei Feng, and Bo An
    In International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
    Paper Poster

2023

  1. Consistent Complementary-Label Learning via Order-Preserving Losses
    Shuqi Liu, Yuzhou Cao, Qiaozhen Zhang, Lei Feng, and Bo An
    In International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
    Paper

2022

  1. Multi-complementary and unlabeled learning for arbitrary losses and models
    Yuzhou Cao, Shuqi Liu, and Yitian Xu
    Pattern Recognition, 2022
    Paper