PPaperPicks

Jianxin Li

Beihang University, Beijing Advanced Innovation Center of Big data and Brain Computing, China

53 papers at tracked venues · 44 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-5152-0055 ↗Homepage ↗

Venues

AAAI ×11NeurIPS ×9ICML ×5WWW ×5SIGKDD ×4IJCAI ×3ACL ×2ACM MM ×2CIKM ×2ICLR ×2SIGMOD ×2WSDM ×2CVPR ×1NAACL ×1SDM ×1SIGIR ×1

Frequent coauthors

Qingyun Sun
×29
Xingcheng Fu
×24
Haonan Yuan
×14
Haoyi Zhou
×13
Cheng Ji
×10
Tianyu Chen
×8
Yisen Gao
×7
Qian Li
×7
Shiqi Gao
×6
Philip S. Yu
×6
Ziwei Zhang
×5
Xianxian Li
×4

Papers

  1. Efficient Meta-subgraph Instance Search over Large Heterogeneous Information Networks
    SIGMOD 2026 ·
    Lu Chen
    ,
    Chengfei Liu
    ,
    Rui Zhou
    ,
    Jiajie Xu
    , Jianxin Li
  2. 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
  3. 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
  4. 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
  5. Invariant Graph Transformer for Out-of-Distribution Generalization
    SIGKDD 2026 ·
    Tianyin Liao
    ,
    Ziwei Zhang
    ,
    Yufei Sun
    ,
    Chunyu Hu
    , Jianxin Li
  6. 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
  7. Learning Noise-Resilient and Transferable Graph-Text Alignment via Dynamic Quality Assessment
    SIGIR 2026 ·
    Yuhang Liu
    ,
    Minglai Shao
    ,
    Zengyi Wo
    ,
    Yunlong Chu
    ,
    Bing Hao
    ,
    Shengzhong Liu
    ,
    Ruijie Wang
    , Jianxin Li
  8. 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
  9. 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
  10. 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
  11. Towards Long-window Anchoring in Vision-Language Model Distillation
    AAAI 2026 ·
    Haoyi Zhou
    ,
    Shuo Li
    ,
    Tianyu Chen
    ,
    Qi Song
    ,
    Chonghan Gao
    , Jianxin Li
  12. Vistar: Enhancing the Perception Capability of LLMs under Imprecise IMU-Text Alignment
    SIGKDD 2026 ·
    Yatong Chen
    ,
    Chenzhi Hu
    ,
    Bowen He
    ,
    Ruijie Wang
    ,
    Xiaomin Ouyang
    ,
    Shengzhong Liu
    , Jianxin Li,
    Fan Wu
    ,
    Guihai Chen
  13. Adaptive Batch-Wise Sample Scheduling for Direct Preference Optimization
    NeurIPS 2025 ·
    Zixuan Huang
    ,
    Yikun Ban
    ,
    Lean Fu
    ,
    Xiaojie Li
    ,
    Zhongxiang Dai
    , Jianxin Li,
    Deqing Wang
  14. 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
  15. Discrete Curvature Graph Information Bottleneck
    AAAI 2025 ·
    Xingcheng Fu
    ,
    Jian Wang
    ,
    Yisen Gao
    ,
    Qingyun Sun
    ,
    Haonan Yuan
    , Jianxin Li,
    Xianxian Li
  16. Enhancing Transformers for Generalizable First-Order Logical Entailment
    ACL 2025 ·
    Tianshi Zheng
    ,
    Jiazheng Wang
    ,
    Zihao Wang
    ,
    Jiaxin Bai
    ,
    Hang Yin
    ,
    Zheye Deng
    ,
    Yangqiu Song
    , Jianxin Li
  17. FLUE: Streamlined Uncertainty Estimation for Large Language Models
    AAAI 2025 ·
    Shiqi Gao
    ,
    Tianxiang Gong
    ,
    Zijie Lin
    ,
    Runhua Xu
    ,
    Haoyi Zhou
    , Jianxin Li
  18. FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers
    IJCAI 2025 ·
    Tianyu Chen
    ,
    Haoyi Zhou
    ,
    Ying Li
    ,
    Hao Wang
    ,
    Zhenzhe Zhang
    ,
    Tianchen Zhu
    ,
    Shanghang Zhang
    , Jianxin Li
  19. 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
  20. 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
  21. 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
  22. Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
    WSDM 2025 ·
    Jiawen Qin
    ,
    Pengfeng Huang
    ,
    Qingyun Sun
    ,
    Cheng Ji
    ,
    Xingcheng Fu
    , Jianxin Li
  23. 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
  24. 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
  25. 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
  26. 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
  27. Improving Subgraph Matching by Combining Algorithms and Graph Neural Networks
    SIGKDD 2025 ·
    Shuyang Guo
    ,
    Wenjin Xie
    ,
    Ping Lu
    ,
    Ting Deng
    ,
    Richong Zhang
    , Jianxin Li,
    Xiangping Huang
    ,
    Zhongyi Liu
  28. Lightweight Contenders: Navigating Semi-Supervised Text Mining through Peer Collaboration and Self Transcendence
    NAACL 2025 ·
    Qianren Mao
    ,
    Weifeng Jiang
    ,
    Junnan Liu
    ,
    Chenghua Lin
    ,
    Qian Li
    ,
    Xianqing Wen
    , Jianxin Li,
    Jinhu Lu
  29. OS-GCL: A One-Shot Learner in Graph Contrastive Learning
    IJCAI 2025 ·
    Cheng Ji
    ,
    Chenrui He
    ,
    Qian Li
    ,
    Qingyun Sun
    ,
    Xingcheng Fu
    , Jianxin Li
  30. OmniArch: Building Foundation Model for Scientific Computing
    ICML 2025 ·
    Tianyu Chen
    ,
    Haoyi Zhou
    ,
    Ying Li
    ,
    Hao Wang
    ,
    Chonghan Gao
    ,
    Rongye Shi
    ,
    Shanghang Zhang
    , Jianxin Li
  31. PINNsAgent: Automated PDE Surrogation with Large Language Models
    ICML 2025 ·
    Qingpo Wuwu
    ,
    Chonghan Gao
    ,
    Tianyu Chen
    ,
    Yihang Huang
    ,
    Yuekai Zhang
    ,
    Jianing Wang
    , Jianxin Li,
    Haoyi Zhou
    ,
    Shanghang Zhang
  32. 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
  33. 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
  34. ST-GCond: Self-supervised and Transferable Graph Dataset Condensation
    ICLR 2025 ·
    Beining Yang
    ,
    Qingyun Sun
    ,
    Cheng Ji
    ,
    Xingcheng Fu
    , Jianxin Li
  35. 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
  36. 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
  37. Decoding Global Preferences: Temporal and Cooperative Dependency Modeling in Multi-Agent Preference-Based Reinforcement Learning
    AAAI 2024 ·
    Tianchen Zhu
    ,
    Yue Qiu
    ,
    Haoyi Zhou
    , Jianxin Li
  38. Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning
    NeurIPS 2024 ·
    Runhua Xu
    ,
    Shiqi Gao
    ,
    Chao Li
    ,
    James Joshi
    , Jianxin Li
  39. Dynamic Graph Information Bottleneck
    WWW 2024 ·
    Haonan Yuan
    ,
    Qingyun Sun
    ,
    Xingcheng Fu
    ,
    Cheng Ji
    , Jianxin Li
  40. Efficient Mixture of Experts based on Large Language Models for Low-Resource Data Preprocessing
    SIGKDD 2024 ·
    Mengyi Yan
    ,
    Yaoshu Wang
    ,
    Kehan Pang
    ,
    Min Xie
    , Jianxin Li
  41. From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning
    NeurIPS 2024 ·
    Pusen Dong
    ,
    Tianchen Zhu
    ,
    Yue Qiu
    ,
    Haoyi Zhou
    , Jianxin Li
  42. 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
  43. GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models
    SIGMOD 2024 ·
    Mengyi Yan
    ,
    Yaoshu Wang
    ,
    Yue Wang
    ,
    Xiaoye Miao
    , Jianxin Li
  44. Hyperbolic Geometric Latent Diffusion Model for Graph Generation
    ICML 2024 ·
    Xingcheng Fu
    ,
    Yisen Gao
    ,
    Yuecen Wei
    ,
    Qingyun Sun
    ,
    Hao Peng
    , Jianxin Li,
    Xianxian Li
  45. KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning
    ICML 2024 ·
    Junnan Liu
    ,
    Qianren Mao
    ,
    Weifeng Jiang
    , Jianxin Li
  46. 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
  47. LLM-based Multi-Level Knowledge Generation for Few-shot Knowledge Graph Completion
    IJCAI 2024 ·
    Qian Li
    ,
    Zhuo Chen
    ,
    Cheng Ji
    ,
    Shiqi Jiang
    , Jianxin Li
  48. 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
  49. Multi-Modal Inductive Framework for Text-Video Retrieval
    ACM MM 2024 ·
    Qian Li
    ,
    Yucheng Zhou
    ,
    Cheng Ji
    ,
    Feihong Lu
    ,
    Jianian Gong
    ,
    Shangguang Wang
    , Jianxin Li
  50. MultiNetAD: Multiplex Network-Based Anomaly Access Detection Featuring Semantic Hierarchies
    SDM 2024 ·
    Ziqi Yuan
    ,
    Qingyun Sun
    ,
    Haoyi Zhou
    ,
    Zukun Zhu
    , Jianxin Li
  51. PhoGAD: Graph-based Anomaly Behavior Detection with Persistent Homology Optimization
    WSDM 2024 ·
    Ziqi Yuan
    ,
    Haoyi Zhou
    ,
    Tianyu Chen
    , Jianxin Li
  52. QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization
    NeurIPS 2024 ·
    Qi Song
    ,
    Tianxiang Gong
    ,
    Shiqi Gao
    ,
    Haoyi Zhou
    , Jianxin Li
  53. ReGCL: Rethinking Message Passing in Graph Contrastive Learning
    AAAI 2024 ·
    Cheng Ji
    ,
    Zixuan Huang
    ,
    Qingyun Sun
    ,
    Hao Peng
    ,
    Xingcheng Fu
    ,
    Qian Li
    , Jianxin Li