publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. TMLR
    Causally Fair Node Classification on Non-IID Graph Data
    Yucong Dai, Liang Zhang, Yue Hu, and 2 more authors
    Transactions on Machine Learning Research, 2026
  2. TMLR
    FairSAM: Fair Classification on Corrupted Data Through Sharpness-Aware Minimization
    Yucong Dai, Jian Ji, Xing Ma, and 1 more author
    Transactions on Machine Learning Research, 2026

2025

  1. ICDMW
    FairAgent: Democratizing Fairness-Aware Machine Learning with LLM-Powered Agents
    Yucong Dai, Liang Zhang, Feng Luo, and 2 more authors
    In 2025 IEEE International Conference on Data Mining Workshops (ICDMW), 2025
  2. ICLR
    Towards Counterfactual Fairness through Auxiliary Variables
    Boyu Tian, Zhe Wang, Shuo He, and 5 more authors
    In International Conference on Learning Representations, 2025

2024

  1. NeurIPS
    SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning
    Ying He, Zhe Wang, Zhe Shen, and 5 more authors
    In Advances in Neural Information Processing Systems, 2024
  2. arXiv
    Fair Diagnosis: Leveraging Causal Modeling to Mitigate Medical Bias
    Boyu Tian, Ying He, Ming Liu, and 8 more authors
    arXiv preprint arXiv:2412.04739, 2024
  3. IJCNN
    Fair Weak-Supervised Learning: A Multiple-Instance Learning Approach
    Yucong Dai, Xuan Jiang, Yue Hu, and 2 more authors
    In 2024 International Joint Conference on Neural Networks (IJCNN), 2024

2023

  1. arXiv
    Integrating Fairness and Model Pruning Through Bi-level Optimization
    Yucong Dai, Guan Li, Feng Luo, and 2 more authors
    arXiv preprint arXiv:2312.10181, 2023
  2. Preprint
    Coupling Fairness and Pruning in a Single Run: A Bi-level Optimization Perspective
    Yucong Dai, Guan Li, Feng Luo, and 2 more authors
    2023
  3. IJCNN
    Fair Selection through Kernel Density Estimation
    Xuan Jiang, Yucong Dai, and Yongkai Wu
    In 2023 International Joint Conference on Neural Networks (IJCNN), 2023

2021

  1. ICME
    Stereo Superpixel Segmentation via Dual-Attention Fusion Networks
    Rui Wu, Yajuan Du, Hao Li, and 1 more author
    In 2021 IEEE International Conference on Multimedia and Expo (ICME), 2021