PPaperPicks

Lele Fu

15 papers at tracked venues · 10 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Chuan Chen
×13
Tianchi Liao
×11
Sheng Huang
×10
Bowen Deng
×9
Chuanfu Zhang
×5
Zibin Zheng
×4
Jialong Chen
×3
Shuman Zhuang
×2
Yanyi Lai
×2
Tong Wang
×2
Tao Zhang
×2
Shirui Pan
×2

Papers

  1. Prior Refinement Is Better: Diffusion-Driven Graph Harmonization for Federated Graph Learning
    AAAI 2026 ·
    Shuman Zhuang
    ,
    Zhihao Wu
    ,
    Wei Huang
    ,
    Luojun Lin
    ,
    Jiali Yin
    , Lele Fu,
    Hong-Ning Dai
  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. Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network
    IJCAI 2025 ·
    Sujia Huang
    , Lele Fu,
    Shuman Zhuang
    ,
    Yide Qiu
    ,
    Bo Huang
    ,
    Zhen Cui
    ,
    Tong Zhang
  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. 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
  11. THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings
    AAAI 2025 ·
    Bowen Deng
    ,
    Tong Wang
    , Lele Fu,
    Sheng Huang
    ,
    Chuan Chen
    ,
    Tao Zhang
  12. Towards Understanding Parametric Generalized Category Discovery on Graphs
    ICML 2025 ·
    Bowen Deng
    , Lele Fu,
    Jialong Chen
    ,
    Sheng Huang
    ,
    Tianchi Liao
    ,
    Zhang Tao
    ,
    Chuan Chen
  13. Unsupervised Federated Graph Learning
    NeurIPS 2025 · Lele Fu,
    Tianchi Liao
    ,
    Sheng Huang
    ,
    Bowen Deng
    ,
    Chuanfu Zhang
    ,
    Shirui Pan
    ,
    Chuan Chen
  14. 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
  15. FedSeProto: Learning Semantic Prototype in Federated Learning
    ECAI 2024 ·
    Yanyi Lai
    , Lele Fu,
    Tianchi Liao
    ,
    Chuan Chen
    ,
    Zibin Zheng