PPaperPicks

Chuan Chen

Sun Yat-sen University, School of Data and Computer Science, Guangzhou, China

18 papers at tracked venues · 12 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Tianchi Liao
×13
Lele Fu
×13
Bowen Deng
×12
Sheng Huang
×10
Zibin Zheng
×7
Jialong Chen
×7
Chuanfu Zhang
×5
Tong Wang
×3
Tao Zhang
×3
Lei Yang
×2
Yanyi Lai
×2
Zhen Wang
×2

Papers

  1. FedLAGC: Towards High Performance System-Heterogeneous Federated Learning via Layer-Adaptive Submodel Extraction and Gradient Correction
    AAAI 2026 ·
    Qing Hu
    ,
    Tianchi Liao
    ,
    Shuyi Wu
    ,
    Lei Yang
    , Chuan Chen
  2. Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data
    AAAI 2025 ·
    Lele Fu
    ,
    Sheng Huang
    ,
    Yanyi Lai
    ,
    Tianchi Liao
    ,
    Chuanfu Zhang
    , Chuan Chen
  3. Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off
    ICML 2025 ·
    Yuecheng Li
    ,
    Lele Fu
    ,
    Tong Wang
    ,
    Jian Lou
    ,
    Bin Chen
    ,
    Lei Yang
    ,
    Jian Shen
    ,
    Zibin Zheng
    , Chuan Chen
  4. FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data
    IJCAI 2025 ·
    Sheng Huang
    ,
    Lele Fu
    ,
    Tianchi Liao
    ,
    Bowen Deng
    ,
    Chuanfu Zhang
    , Chuan Chen
  5. Federated Domain Generalization with Decision Insight Matrix
    IJCAI 2025 ·
    Tianchi Liao
    ,
    Binghui Xie
    ,
    Lele Fu
    ,
    Sheng Huang
    ,
    Bowen Deng
    , Chuan Chen,
    Zibin Zheng
  6. GLNCD: Graph-Level Novel Category Discovery
    NeurIPS 2025 ·
    Bowen Deng
    ,
    Lele Fu
    ,
    Sheng Huang
    ,
    Tianchi Liao
    ,
    Jialong Chen
    ,
    Tao Zhang
    , Chuan Chen
  7. Graph Neural Ricci Flow: Evolving Feature from a Curvature Perspective
    ICLR 2025 ·
    Jialong Chen
    ,
    Bowen Deng
    ,
    Zhen Wang
    , Chuan Chen,
    Zibin Zheng
  8. Learn from Global Rather Than Local: Consistent Context-Aware Representation Learning for Multi-View Graph Clustering
    IJCAI 2025 ·
    Lele Fu
    ,
    Bowen Deng
    ,
    Sheng Huang
    ,
    Tianchi Liao
    ,
    Chuanfu Zhang
    , Chuan Chen
  9. Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective
    ICML 2025 ·
    Lele Fu
    ,
    Bowen Deng
    ,
    Sheng Huang
    ,
    Tianchi Liao
    ,
    Shirui Pan
    , Chuan Chen
  10. Self-Assembling Graph Perceptrons
    NeurIPS 2025 ·
    Jialong Chen
    ,
    Tong Wang
    ,
    Bowen Deng
    ,
    Luonan Chen
    ,
    Zibin Zheng
    , Chuan Chen
  11. Soft-consensual Federated Learning for Data Heterogeneity via Multiple Paths
    NeurIPS 2025 ·
    Sheng Huang
    ,
    Lele Fu
    ,
    Fanghua Ye
    ,
    Tianchi Liao
    ,
    Bowen Deng
    ,
    Chuanfu Zhang
    , Chuan Chen
  12. THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings
    AAAI 2025 ·
    Bowen Deng
    ,
    Tong Wang
    ,
    Lele Fu
    ,
    Sheng Huang
    , Chuan Chen,
    Tao Zhang
  13. Towards Understanding Parametric Generalized Category Discovery on Graphs
    ICML 2025 ·
    Bowen Deng
    ,
    Lele Fu
    ,
    Jialong Chen
    ,
    Sheng Huang
    ,
    Tianchi Liao
    ,
    Zhang Tao
    , Chuan Chen
  14. Unsupervised Federated Graph Learning
    NeurIPS 2025 ·
    Lele Fu
    ,
    Tianchi Liao
    ,
    Sheng Huang
    ,
    Bowen Deng
    ,
    Chuanfu Zhang
    ,
    Shirui Pan
    , Chuan Chen
  15. A Swiss Army Knife for Heterogeneous Federated Learning: Flexible Coupling via Trace Norm
    NeurIPS 2024 ·
    Tianchi Liao
    ,
    Lele Fu
    ,
    Jialong Chen
    ,
    Zhen Wang
    ,
    Zibin Zheng
    , Chuan Chen
  16. FedSeProto: Learning Semantic Prototype in Federated Learning
    ECAI 2024 ·
    Yanyi Lai
    ,
    Lele Fu
    ,
    Tianchi Liao
    , Chuan Chen,
    Zibin Zheng
  17. Improving Message-Passing GNNs by Asynchronous Aggregation
    CIKM 2024 ·
    Jialong Chen
    ,
    Tianchi Liao
    , Chuan Chen,
    Zibin Zheng
  18. PROSPECT: Learn MLPs on Graphs Robust against Adversarial Structure Attacks
    CIKM 2024 ·
    Bowen Deng
    ,
    Jialong Chen
    ,
    Yanming Hu
    ,
    Zhiyong Xu
    , Chuan Chen,
    Tao Zhang