Publications

Publications by categories in reversed chronological order.

2024

  1. ICML
    Image Clustering with External Guidance
    Yunfan Li, Peng Hu, Dezhong Peng, Jiancheng Lv, Jianping Fan, and Xi Peng
    International Conference on Machine Learning, 2024
  2. ICME
    An Empirical Study of Parameter Efficient Fine-tuning on Vision-Language Pre-train Model
    Yuxin Tian, Mouxing Yang, Yunfan Li, Dayiheng Liu, Xingzhang Ren, Xi Peng, and Jiancheng Lv
    IEEE Conference on Multimedia Expo, 2024
  3. TIP
    Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining
    Xinran Ma*, Mouxing Yang*, Yunfan Li, Peng Hu, Jiancheng Lv, and Xi Peng
    IEEE Transactions on Image Processing, 2024
  4. ICLR
    Test-time adaption against multi-modal reliability bias
    Mouxing Yang, Yunfan Li, Changqing Zhang, Peng Hu, and Xi Peng
    International Conference on Learning Representations, 2024

2023

  1. NatComm
    scBridge embraces cell heterogeneity in single-cell RNA-seq and ATAC-seq data integration
    Yunfan Li*, Dan Zhang*, Mouxing Yang, Dezhong Peng, Jun Yu, Yu Liu, Jiancheng Lv, Lu Chen, and Xi Peng
    Nature Communications, 2023
  2. IJCAI
    Incomplete Multi-view Clustering via Prototype-based Imputation
    Haobin Li*, Yunfan Li*, Mouxing Yang, Peng Hu, Dezhong Peng, and Xi Peng
    International Joint Conference on Artificial Intelligence, 2023
  3. TNNLS
    Single-Cell RNA-Seq Debiased Clustering via Batch Effect Disentanglement
    Yunfan Li, Yijie Lin, Peng Hu, Dezhong Peng, Han Luo, and Xi Peng
    IEEE Transactions on Neural Networks and Learning Systems, 2023
  4. CVPR
    Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
    Pengxin Zeng*, Yunfan Li*, Peng Hu, Dezhong Peng, Jiancheng Lv, and Xi Peng
    IEEE Conference on Computer Vision and Pattern Recognition, 2023

2022

  1. IJCV
    Twin Contrastive Learning for Online Clustering
    Yunfan Li, Mouxing Yang, Dezhong Peng, Taihao Li, Jiantao Huang, and Xi Peng
    International Journal of Computer Vision, 2022
  2. TPAMI
    Robust Multi-view Clustering with Incomplete Information
    Mouxing Yang, Yunfan Li, Peng Hu, Jinfeng Bai, JianCheng Lv, and Xi Peng
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
  3. JMLR
    XAI Beyond Classification:Interpretable Neural Clustering
    Xi Peng, Yunfan Li, Ivor Tsang, Joey Tianyi Zhou, Hongyuan Zhu, and Jiancheng Lv
    Joural of Machine Learning Research, 2022

2021

  1. CVPR
    Partially View-aligned Representation Learning with Noise-robust Contrastive Loss
    Mouxing Yang, Yunfan Li, Zhenyu Huang, Zitao Liu, Peng Hu, and Xi Peng
    IEEE Conference on Computer Vision and Pattern Recognition, 2021
  2. AAAI
    Contrastive Clustering
    Yunfan Li, Peng Hu, Zitao Liu, Dezhong Peng, Joey Tianyi Zhou, and Xi Peng
    AAAI Conference on Artificial Intelligence, 2021