PPaperPicks

Qingyun Sun

39 papers at tracked venues · 32 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Xingcheng Fu
×33
Jianxin Li
×29
Haonan Yuan
×16
Yisen Gao
×10
Xianxian Li
×9
Yuecen Wei
×8
Cheng Ji
×8
Hao Peng
×7
Philip S. Yu
×6
Ziwei Zhang
×5
Beining Yang
×5
Chunming Hu
×5

Papers

  1. Fine-Tuned LLMs Know They Don't Know: A Parameter-Efficient Approach to Recovering Honesty
    AAAI 2026 ·
    Zeyu Shi
    ,
    Ziming Wang
    ,
    Tianyu Chen
    ,
    Shiqi Gao
    ,
    Haoyi Zhou
    , Qingyun Sun,
    Jianxin Li
  2. 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
  3. GraphRAG-R1: Graph Retrieval-Augmented Generation with Process-Constrained Reinforcement Learning
    WWW 2026 ·
    Chuanyue Yu
    ,
    Kuo Zhao
    ,
    Yuhan Li
    ,
    Heng Chang
    ,
    Mingjian Feng
    ,
    Xiangzhe Jiang
    ,
    Yufei Sun
    ,
    Jia Li
    ,
    Yuzhi Zhang
    , Qingyun Sun,
    Jianxin Li
    ,
    Ziwei Zhang
  4. 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
  5. 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
  6. 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
  7. 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
  8. SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation
    AAAI 2026 ·
    Junhua Shi
    , Qingyun Sun,
    Haonan Yuan
    ,
    Xingcheng Fu
  9. 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
  10. Towards Geometry-Consistent Federated Graph Learning
    WWW 2026 ·
    Yuecen Wei
    ,
    Zhiyu Zhuang
    ,
    Yisen Gao
    ,
    Xingcheng Fu
    , Qingyun Sun,
    Ziwei Zhang
    ,
    Tianyu Wo
    ,
    Chunming Hu
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. Discrete Curvature Graph Information Bottleneck
    AAAI 2025 ·
    Xingcheng Fu
    ,
    Jian Wang
    ,
    Yisen Gao
    , Qingyun Sun,
    Haonan Yuan
    ,
    Jianxin Li
    ,
    Xianxian Li
  17. 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
  18. 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
  19. Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
    WSDM 2025 ·
    Jiawen Qin
    ,
    Pengfeng Huang
    , Qingyun Sun,
    Cheng Ji
    ,
    Xingcheng Fu
    ,
    Jianxin Li
  20. 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
  21. 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
  22. 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
  23. 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
  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. Towards Objective Fine-tuning: How LLMs' Prior Knowledge Causes Potential Poor Calibration?
    ACL 2025 ·
    Ziming Wang
    ,
    Zeyu Shi
    ,
    Haoyi Zhou
    ,
    Shiqi Gao
    , Qingyun Sun,
    Jianxin Li
  32. Dynamic Graph Information Bottleneck
    WWW 2024 ·
    Haonan Yuan
    , Qingyun Sun,
    Xingcheng Fu
    ,
    Cheng Ji
    ,
    Jianxin Li
  33. 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
  34. Hyperbolic Geometric Latent Diffusion Model for Graph Generation
    ICML 2024 ·
    Xingcheng Fu
    ,
    Yisen Gao
    ,
    Yuecen Wei
    , Qingyun Sun,
    Hao Peng
    ,
    Jianxin Li
    ,
    Xianxian Li
  35. L-APPLE: Language-agnostic Prototype Prefix Learning for Cross-lingual Event Detection
    CIKM 2024 ·
    Ziqin Zhu
    ,
    Xutan Peng
    ,
    Qian Li
    ,
    Cheng Ji
    , Qingyun Sun,
    Jianxin Li
  36. Miko: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery
    ACM MM 2024 ·
    Feihong Lu
    ,
    Weiqi Wang
    ,
    Yangyifei Luo
    ,
    Ziqin Zhu
    , Qingyun Sun,
    Baixuan Xu
    ,
    Haochen Shi
    ,
    Shiqi Gao
    ,
    Qian Li
    ,
    Yangqiu Song
    ,
    Jianxin Li
  37. MultiNetAD: Multiplex Network-Based Anomaly Access Detection Featuring Semantic Hierarchies
    SDM 2024 ·
    Ziqi Yuan
    , Qingyun Sun,
    Haoyi Zhou
    ,
    Zukun Zhu
    ,
    Jianxin Li
  38. Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding
    AAAI 2024 ·
    Yuecen Wei
    ,
    Haonan Yuan
    ,
    Xingcheng Fu
    , Qingyun Sun,
    Hao Peng
    ,
    Xianxian Li
    ,
    Chunming Hu
  39. ReGCL: Rethinking Message Passing in Graph Contrastive Learning
    AAAI 2024 ·
    Cheng Ji
    ,
    Zixuan Huang
    , Qingyun Sun,
    Hao Peng
    ,
    Xingcheng Fu
    ,
    Qian Li
    ,
    Jianxin Li