PPaperPicks

Xingcheng Fu

35 papers at tracked venues · 29 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-4643-8126 ↗

Venues

AAAI ×12WWW ×6NeurIPS ×5IJCAI ×4ICLR ×2ICML ×2CIKM ×1CVPR ×1SIGKDD ×1WSDM ×1

Frequent coauthors

Qingyun Sun
×33
Jianxin Li
×24
Haonan Yuan
×16
Yisen Gao
×11
Xianxian Li
×9
Yuecen Wei
×9
Hao Peng
×7
Cheng Ji
×7
Philip S. Yu
×6
Beining Yang
×5
Chunming Hu
×5
Jiayi Luo
×4

Papers

  1. Graph Diffusion Evolution Model for Multi-Conditional Molecular Generation
    WWW 2026 · Xingcheng Fu,
    Lingyun Liu
    ,
    Yisen Gao
    ,
    Tianyu Chen
    ,
    Qingyun Sun
    ,
    Jianxin Li
    ,
    Xianxian Li
  2. Is the Information Bottleneck Robust Enough? Towards Label-Noise Resistant Information Bottleneck Learning
    AAAI 2026 ·
    Yi Huang
    ,
    Qingyun Sun
    ,
    Yisen Gao
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Jianxin Li
  3. Mitigating Privacy Risks in Graph Condensation from a Hyperbolic Geometry Perspective
    SIGKDD 2026 ·
    Yuecen Wei
    ,
    Liu Yang
    ,
    Beining Yang
    ,
    Qingyun Sun
    ,
    Hao Peng
    ,
    Tianyu Wo
    ,
    Chunming Hu
    , Xingcheng Fu
  4. Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks
    AAAI 2026 ·
    Jiayi Luo
    ,
    Qingyun Sun
    ,
    Yuecen Wei
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Jianxin Li
  5. RAG-GFM: Overcoming In-Memory Bottlenecks in Graph Foundation Models via Retrieval-Augmented Generation
    WWW 2026 ·
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Jiacheng Tao
    , Xingcheng Fu,
    Jianxin Li
  6. SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation
    AAAI 2026 ·
    Junhua Shi
    ,
    Qingyun Sun
    ,
    Haonan Yuan
    , Xingcheng Fu
  7. Towards Effective, Stealthy, and Persistent Backdoor Attacks Targeting Graph Foundation Models
    AAAI 2026 ·
    Jiayi Luo
    ,
    Qingyun Sun
    ,
    Lingjuan Lyu
    ,
    Ziwei Zhang
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Jianxin Li
  8. Towards Geometry-Consistent Federated Graph Learning
    WWW 2026 ·
    Yuecen Wei
    ,
    Zhiyu Zhuang
    ,
    Yisen Gao
    , Xingcheng Fu,
    Qingyun Sun
    ,
    Ziwei Zhang
    ,
    Tianyu Wo
    ,
    Chunming Hu
  9. Towards LLM-Empowered Knowledge Tracing via LLM-Student Hierarchical Behavior Alignment in Hyperbolic Space
    AAAI 2026 · Xingcheng Fu,
    Shengpeng Wang
    ,
    Yisen Gao
    ,
    Xianxian Li
    ,
    Chunpei Li
    ,
    Qingyun Sun
    ,
    Dongran Yu
  10. Unifying Deductive and Abductive Reasoning in Knowledge Graphs with Masked Diffusion Model
    WWW 2026 ·
    Yisen Gao
    ,
    Jiaxin Bai
    ,
    Yi Huang
    , Xingcheng Fu,
    Qingyun Sun
    ,
    Yangqiu Song
  11. An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks
    IJCAI 2025 ·
    Jinyan Wang
    ,
    Liu Yang
    ,
    Yuecen Wei
    ,
    Jiaxuan Si
    ,
    Chenhao Guo
    ,
    Qingyun Sun
    ,
    Xianxian Li
    , Xingcheng Fu
  12. Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck
    AAAI 2025 · Xingcheng Fu,
    Yisen Gao
    ,
    Beining Yang
    ,
    Yuxuan Wu
    ,
    Haodong Qian
    ,
    Qingyun Sun
    ,
    Xianxian Li
  13. DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models
    AAAI 2025 ·
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Zhaonan Wang
    , Xingcheng Fu,
    Cheng Ji
    ,
    Yongjian Wang
    ,
    Bo Jin
    ,
    Jianxin Li
  14. Discrete Curvature Graph Information Bottleneck
    AAAI 2025 · Xingcheng Fu,
    Jian Wang
    ,
    Yisen Gao
    ,
    Qingyun Sun
    ,
    Haonan Yuan
    ,
    Jianxin Li
    ,
    Xianxian Li
  15. Frontiers in Graph Machine Learning for the Large Model Era
    CIKM 2025 ·
    Qingyun Sun
    ,
    Ziwei Zhang
    , Xingcheng Fu,
    Yangqiu Song
    ,
    Jianxin Li
    ,
    Philip S. Yu
  16. GRAVER: Generative Graph Vocabularies for Robust Graph Foundation Models Fine-tuning
    NeurIPS 2025 ·
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Junhua Shi
    , Xingcheng Fu,
    Bryan Hooi
    ,
    Jianxin Li
    ,
    Philip S. Yu
  17. Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding
    CVPR 2025 ·
    Tianyu Chen
    , Xingcheng Fu,
    Yisen Gao
    ,
    Haodong Qian
    ,
    Yuecen Wei
    ,
    Kun Yan
    ,
    Haoyi Zhou
    ,
    Jianxin Li
  18. Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
    WSDM 2025 ·
    Jiawen Qin
    ,
    Pengfeng Huang
    ,
    Qingyun Sun
    ,
    Cheng Ji
    , Xingcheng Fu,
    Jianxin Li
  19. GraphKeeper: Graph Domain-Incremental Learning via Knowledge Disentanglement and Preservation
    NeurIPS 2025 ·
    Zihao Guo
    ,
    Qingyun Sun
    ,
    Ziwei Zhang
    ,
    Haonan Yuan
    ,
    Huiping Zhuang
    , Xingcheng Fu,
    Jianxin Li
  20. GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts
    AAAI 2025 ·
    Zihao Guo
    ,
    Qingyun Sun
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Min Zhou
    ,
    Yisen Gao
    ,
    Jianxin Li
  21. How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees
    ICML 2025 ·
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Junhua Shi
    , Xingcheng Fu,
    Bryan Hooi
    ,
    Jianxin Li
    ,
    Philip S. Yu
  22. IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning
    ICLR 2025 ·
    Jiawen Qin
    ,
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Lyujin Xu
    ,
    Jiaqi Yuan
    ,
    Pengfeng Huang
    ,
    Zhaonan Wang
    , Xingcheng Fu,
    Hao Peng
    ,
    Jianxin Li
    ,
    Philip S. Yu
  23. Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks
    IJCAI 2025 ·
    Yumeng Wang
    ,
    Zengyi Wo
    ,
    Wenjun Wang
    , Xingcheng Fu,
    Minglai Shao
  24. Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning
    IJCAI 2025 ·
    Yudan Song
    ,
    Yuecen Wei
    ,
    Yuhang Lu
    ,
    Qingyun Sun
    ,
    Minglai Shao
    ,
    Li-E Wang
    ,
    Chunming Hu
    ,
    Xianxian Li
    , Xingcheng Fu
  25. OS-GCL: A One-Shot Learner in Graph Contrastive Learning
    IJCAI 2025 ·
    Cheng Ji
    ,
    Chenrui He
    ,
    Qian Li
    ,
    Qingyun Sun
    , Xingcheng Fu,
    Jianxin Li
  26. Prompt-based Unifying Inference Attack on Graph Neural Networks
    AAAI 2025 ·
    Yuecen Wei
    , Xingcheng Fu,
    Lingyun Liu
    ,
    Qingyun Sun
    ,
    Hao Peng
    ,
    Chunming Hu
  27. Robust Graph Condensation via Classification Complexity Mitigation
    NeurIPS 2025 ·
    Jiayi Luo
    ,
    Qingyun Sun
    ,
    Beining Yang
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Yanbiao Ma
    ,
    Jianxin Li
    ,
    Philip S. Yu
  28. Robust Graph Learning Against Adversarial Evasion Attacks via Prior-Free Diffusion-Based Structure Purification
    WWW 2025 ·
    Jiayi Luo
    ,
    Qingyun Sun
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Jianxin Li
  29. ST-GCond: Self-supervised and Transferable Graph Dataset Condensation
    ICLR 2025 ·
    Beining Yang
    ,
    Qingyun Sun
    ,
    Cheng Ji
    , Xingcheng Fu,
    Jianxin Li
  30. Toward a Unified Geometry Understanding : Riemannian Diffusion Framework for Graph Generation and Prediction
    NeurIPS 2025 ·
    Yisen Gao
    , Xingcheng Fu,
    Qingyun Sun
    ,
    Jianxin Li
    ,
    Xianxian Li
  31. Dynamic Graph Information Bottleneck
    WWW 2024 ·
    Haonan Yuan
    ,
    Qingyun Sun
    , Xingcheng Fu,
    Cheng Ji
    ,
    Jianxin Li
  32. GC-Bench: An Open and Unified Benchmark for Graph Condensation
    NeurIPS 2024 ·
    Qingyun Sun
    ,
    Ziying Chen
    ,
    Beining Yang
    ,
    Cheng Ji
    , Xingcheng Fu,
    Sheng Zhou
    ,
    Hao Peng
    ,
    Jianxin Li
    ,
    Philip S. Yu
  33. Hyperbolic Geometric Latent Diffusion Model for Graph Generation
    ICML 2024 · Xingcheng Fu,
    Yisen Gao
    ,
    Yuecen Wei
    ,
    Qingyun Sun
    ,
    Hao Peng
    ,
    Jianxin Li
    ,
    Xianxian Li
  34. Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding
    AAAI 2024 ·
    Yuecen Wei
    ,
    Haonan Yuan
    , Xingcheng Fu,
    Qingyun Sun
    ,
    Hao Peng
    ,
    Xianxian Li
    ,
    Chunming Hu
  35. ReGCL: Rethinking Message Passing in Graph Contrastive Learning
    AAAI 2024 ·
    Cheng Ji
    ,
    Zixuan Huang
    ,
    Qingyun Sun
    ,
    Hao Peng
    , Xingcheng Fu,
    Qian Li
    ,
    Jianxin Li