PPaperPicks

Jundong Li

University of Virginia, Department of Electrical and Computer Engineering, Charlottesville, VA, USA

62 papers at tracked venues · 42 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-1878-817X ↗Google Scholar ↗Homepage ↗

Venues

SIGKDD ×11EMNLP ×9ACL ×6ICLR ×6WWW ×6ICML ×5NeurIPS ×5AAAI ×3CIKM ×3WSDM ×3ICDM ×2IJCAI ×1NAACL ×1WACV ×1

Frequent coauthors

Song Wang
×28
Yushun Dong
×17
Yaochen Zhu
×17
Zihan Chen
×14
Yinhan He
×13
Binchi Zhang
×12
Zhenyu Lei
×12
Zhen Tan
×11
Chen Chen
×11
Huan Liu
×9
Zaiyi Zheng
×9
Cong Shen
×8

Papers

  1. Certified Defense on the Fairness of Graph Neural Networks
    SIGKDD 2026 ·
    Yushun Dong
    ,
    Binchi Zhang
    ,
    Hanghang Tong
    , Jundong Li
  2. Explaining the 'Unexplainable' Large Language Models
    WSDM 2026 ·
    Zhen Tan
    ,
    Song Wang
    ,
    Tianlong Chen
    ,
    Jing Ma
    , Jundong Li,
    Huan Liu
  3. LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory
    ACL 2026 ·
    Binchi Zhang
    ,
    Zhengzhang Chen
    ,
    Zaiyi Zheng
    , Jundong Li,
    Haifeng Chen
  4. Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models
    ACL 2026 ·
    Binchi Zhang
    ,
    Xujiang Zhao
    , Jundong Li,
    Haifeng Chen
    ,
    Zhengzhang Chen
  5. MolEdit: Knowledge Editing for Multimodal Molecule Language Models
    WSDM 2026 ·
    Zhenyu Lei
    ,
    Patrick Soga
    ,
    Yaochen Zhu
    ,
    Yinhan He
    ,
    Yushun Dong
    , Jundong Li
  6. AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction
    EMNLP 2025 ·
    Song Wang
    ,
    Zhen Tan
    ,
    Zihan Chen
    ,
    Shuang Zhou
    ,
    Tianlong Chen
    , Jundong Li
  7. Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion
    ICML 2025 ·
    Binchi Zhang
    ,
    Zaiyi Zheng
    ,
    Zhengzhang Chen
    , Jundong Li
  8. BrainMAP: Learning Multiple Activation Pathways in Brain Networks
    AAAI 2025 ·
    Song Wang
    ,
    Zhenyu Lei
    ,
    Zhen Tan
    ,
    Jiaqi Ding
    ,
    Xinyu Zhao
    ,
    Yushun Dong
    ,
    Guorong Wu
    ,
    Tianlong Chen
    ,
    Chen Chen
    ,
    Aiying Zhang
    , Jundong Li
  9. CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models
    ICLR 2025 ·
    Song Wang
    ,
    Peng Wang
    ,
    Tong Zhou
    ,
    Yushun Dong
    ,
    Zhen Tan
    , Jundong Li
  10. Causal Effect Estimation with Mixed Latent Confounders and Post-treatment Variables
    ICLR 2025 ·
    Yaochen Zhu
    ,
    Jing Ma
    ,
    Liang Wu
    ,
    Qi Guo
    ,
    Liangjie Hong
    , Jundong Li
  11. CoRAG: Enhancing Hybrid Retrieval-Augmented Generation through a Cooperative Retriever Architecture
    EMNLP 2025 ·
    Zaiyi Zheng
    ,
    Song Wang
    ,
    Zihan Chen
    ,
    Yaochen Zhu
    ,
    Yinhan He
    ,
    Liangjie Hong
    ,
    Qi Guo
    , Jundong Li
  12. Collaborative Diffusion Model for Recommender System
    WWW 2025 ·
    Gyuseok Lee
    ,
    Yaochen Zhu
    ,
    Hwanjo Yu
    ,
    Yao Zhou
    , Jundong Li
  13. Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems
    WWW 2025 ·
    Yaochen Zhu
    ,
    Chao Wan
    ,
    Harald Steck
    ,
    Dawen Liang
    ,
    Yesu Feng
    ,
    Nathan Kallus
    , Jundong Li
  14. Demystify Epidemic Containment in Directed Networks: Theory and Algorithms
    WSDM 2025 ·
    Yinhan He
    ,
    Chen Chen
    ,
    Song Wang
    ,
    Guanghui Min
    , Jundong Li
  15. Dynamic, Efficient, and Generalizable Multi-Agent Communication for Large Language Models
    ICDM 2025 ·
    Song Wang
    , Jundong Li
  16. Edge Prompt Tuning for Graph Neural Networks
    ICLR 2025 ·
    Xingbo Fu
    ,
    Yinhan He
    , Jundong Li
  17. Energy-Based Models for Predicting Mutational Effects on Proteins
    SIGKDD 2025 ·
    Patrick Soga
    ,
    Zhenyu Lei
    ,
    Yinhan He
    ,
    Camille L. Bilodeau
    , Jundong Li
  18. Fairness-Aware Graph Learning: A Benchmark
    SIGKDD 2025 ·
    Yushun Dong
    ,
    Song Wang
    ,
    Zhenyu Lei
    ,
    Zaiyi Zheng
    ,
    Jing Ma
    ,
    Chen Chen
    , Jundong Li
  19. From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning
    EMNLP 2025 ·
    Zihan Chen
    ,
    Song Wang
    ,
    Xingbo Fu
    ,
    Chengshuai Shi
    ,
    Zhenyu Lei
    ,
    Cong Shen
    , Jun-Dong Li
  20. Graph Foundation Models: Challenges, Methods, and Open Questions
    SIGKDD 2025 ·
    Zehong Wang
    ,
    Chuxu Zhang
    , Jundong Li,
    Nitesh V. Chawla
    ,
    Yanfang Ye
  21. Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
    ICLR 2025 ·
    Yushun Dong
    ,
    Patrick Soga
    ,
    Yinhan He
    ,
    Song Wang
    , Jundong Li
  22. Graph Prompting for Graph Learning Models: Recent Advances and Future Directions
    SIGKDD 2025 ·
    Xingbo Fu
    ,
    Zehong Wang
    ,
    Zihan Chen
    ,
    Jiazheng Li
    ,
    Yaochen Zhu
    ,
    Zhenyu Lei
    ,
    Cong Shen
    ,
    Yanfang Ye
    ,
    Chuxu Zhang
    , Jundong Li
  23. GraphRCG: Self-Conditioned Graph Generation
    CIKM 2025 ·
    Song Wang
    ,
    Zhen Tan
    ,
    Xinyu Zhao
    ,
    Tianlong Chen
    ,
    Huan Liu
    , Jundong Li
  24. GraphTOP: Graph Topology-Oriented Prompting for Graph Neural Networks
    NeurIPS 2025 ·
    Xingbo Fu
    ,
    Zhenyu Lei
    ,
    Zihan Chen
    ,
    Binchi Zhang
    ,
    Chuxu Zhang
    , Jundong Li
  25. Harnessing Large Language Models for Disaster Management: A Survey
    ACL 2025 ·
    Zhenyu Lei
    ,
    Yushun Dong
    ,
    Weiyu Li
    ,
    Rong Ding
    ,
    Qi R. Wang
    , Jundong Li
  26. Hierarchical Demonstration Order Optimization for Many-shot In-Context Learning
    NeurIPS 2025 ·
    Yinhan He
    ,
    Wendy Zheng
    ,
    Song Wang
    ,
    Zaiyi Zheng
    ,
    Yushun Dong
    ,
    Yaochen Zhu
    , Jundong Li
  27. Interpreting Pretrained Language Models via Concept Bottlenecks (Extended Abstract)
    IJCAI 2025 ·
    Zhen Tan
    ,
    Lu Cheng
    ,
    Song Wang
    ,
    Bo Yuan
    , Jundong Li,
    Huan Liu
  28. Invariant Shape Representation Learning for Image Classification
    WACV 2025 ·
    Tonmoy Hossain
    ,
    Jing Ma
    , Jundong Li,
    Miaomiao Zhang
  29. LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience
    EMNLP 2025 ·
    Yaochen Zhu
    ,
    Harald Steck
    ,
    Dawen Liang
    ,
    Yinhan He
    ,
    Nathan Kallus
    , Jundong Li
  30. Learning from Diverse Reasoning Paths with Routing and Collaboration
    EMNLP 2025 ·
    Zhenyu Lei
    ,
    Zhen Tan
    ,
    Song Wang
    ,
    Yaochen Zhu
    ,
    Zihan Chen
    ,
    Yushun Dong
    , Jundong Li
  31. MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning
    ICML 2025 ·
    Zihan Chen
    ,
    Song Wang
    ,
    Zhen Tan
    , Jundong Li,
    Cong Shen
  32. MI4Rec: Pretrained Language Model based Cold-Start Recommendation with Meta-Item Embeddings
    CIKM 2025 ·
    Zaiyi Zheng
    ,
    Yaochen Zhu
    ,
    Haochen Liu
    ,
    Mingxuan Ju
    ,
    Tong Zhao
    ,
    Neil Shah
    , Jundong Li
  33. Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models
    ACL 2025 ·
    Haochen Liu
    ,
    Song Wang
    ,
    Chen Chen
    , Jundong Li
  34. Reasoning of Large Language Models over Knowledge Graphs with Super-Relations
    ICLR 2025 ·
    Song Wang
    ,
    Junhong Lin
    ,
    Xiaojie Guo
    ,
    Julian Shun
    , Jundong Li,
    Yada Zhu
  35. RelKD 2025: The Third International Workshop on Resource-Efficient Learning for Knowledge Discovery
    SIGKDD 2025 ·
    Chuxu Zhang
    ,
    Kaize Ding
    , Jundong Li,
    Dongkuan Xu
    ,
    Haoyu Wang
    ,
    Derek Zhiyuan Cheng
    ,
    Huan Liu
  36. RelWeb 2025: The International Workshop on Resource-Efficient Learning for the Web
    WWW 2025 ·
    Chuxu Zhang
    ,
    Kaize Ding
    , Jundong Li,
    Dongkuan Xu
    ,
    Haoyu Wang
    ,
    Derek Zhiyuan Cheng
    ,
    Huan Liu
  37. Resource-Efficient Learning for the Web
    WWW 2025 ·
    Chuxu Zhang
    ,
    Kaize Ding
    , Jundong Li,
    Dongkuan Xu
    ,
    Haoyu Wang
    ,
    Derek Zhiyuan Cheng
    ,
    Huan Liu
  38. ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data
    AAAI 2025 ·
    Zhenyu Lei
    ,
    Yushun Dong
    , Jundong Li,
    Chen Chen
  39. SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens
    NeurIPS 2025 ·
    Yinhan He
    ,
    Wendy Zheng
    ,
    Yaochen Zhu
    ,
    Zaiyi Zheng
    ,
    Lin Su
    ,
    Sriram Vasudevan
    ,
    Qi Guo
    ,
    Liangjie Hong
    , Jundong Li
  40. Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation
    EMNLP 2025 ·
    Song Wang
    ,
    Zihan Chen
    ,
    Peng Wang
    ,
    Zhepei Wei
    ,
    Zhen Tan
    ,
    Yu Meng
    ,
    Cong Shen
    , Jundong Li
  41. Towards Global-level Mechanistic Interpretability: A Perspective of Modular Circuits of Large Language Models
    ICML 2025 ·
    Yinhan He
    ,
    Wendy Zheng
    ,
    Yushun Dong
    ,
    Yaochen Zhu
    ,
    Chen Chen
    , Jundong Li
  42. Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning
    AAAI 2025 ·
    Xingbo Fu
    ,
    Zihan Chen
    ,
    Yinhan He
    ,
    Song Wang
    ,
    Binchi Zhang
    ,
    Chen Chen
    , Jundong Li
  43. 3rd Workshop on Ethical Artificial Intelligence: Methods and Applications (EAI)
    SIGKDD 2024 ·
    Chen Zhao
    ,
    Feng Chen
    ,
    Xintao Wu
    , Jundong Li,
    Haifeng Chen
  44. Adversarial Attacks on Fairness of Graph Neural Networks
    ICLR 2024 ·
    Binchi Zhang
    ,
    Yushun Dong
    ,
    Chen Chen
    ,
    Yada Zhu
    ,
    Minnan Luo
    , Jundong Li
  45. Causal Inference with Latent Variables: Recent Advances and Future Prospectives
    SIGKDD 2024 ·
    Yaochen Zhu
    ,
    Yinhan He
    ,
    Jing Ma
    ,
    Mengxuan Hu
    ,
    Sheng Li
    , Jundong Li
  46. Collaborative Large Language Model for Recommender Systems
    WWW 2024 ·
    Yaochen Zhu
    ,
    Liang Wu
    ,
    Qi Guo
    ,
    Liangjie Hong
    , Jundong Li
  47. Efficient Prompt Optimization Through the Lens of Best Arm Identification
    NeurIPS 2024 ·
    Chengshuai Shi
    ,
    Kun Yang
    ,
    Zihan Chen
    , Jundong Li,
    Jing Yang
    ,
    Cong Shen
  48. Enhancing Distribution and Label Consistency for Graph Out-of-Distribution Generalization
    ICDM 2024 ·
    Song Wang
    ,
    Xiaodong Yang
    ,
    Rashidul Islam
    ,
    Huiyuan Chen
    ,
    Minghua Xu
    , Jundong Li,
    Yiwei Cai
  49. Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective on Molecule Graphs
    EMNLP 2024 ·
    Yinhan He
    ,
    Zaiyi Zheng
    ,
    Patrick Soga
    ,
    Yaochen Zhu
    ,
    Yushun Dong
    , Jundong Li
  50. FastGAS: Fast Graph-based Annotation Selection for In-Context Learning
    ACL 2024 ·
    Zihan Chen
    ,
    Song Wang
    ,
    Cong Shen
    , Jundong Li
  51. Federated Graph Learning with Structure Proxy Alignment
    SIGKDD 2024 ·
    Xingbo Fu
    ,
    Zihan Chen
    ,
    Binchi Zhang
    ,
    Chen Chen
    , Jundong Li
  52. Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation
    NAACL 2024 ·
    Haochen Liu
    ,
    Song Wang
    ,
    Chen Chen
    , Jundong Li
  53. Glue pizza and eat rocks - Exploiting Vulnerabilities in Retrieval-Augmented Generative Models
    EMNLP 2024 ·
    Zhen Tan
    ,
    Chengshuai Zhao
    ,
    Raha Moraffah
    ,
    Yifan Li
    ,
    Song Wang
    , Jundong Li,
    Tianlong Chen
    ,
    Huan Liu
  54. IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks
    SIGKDD 2024 ·
    Yushun Dong
    ,
    Binchi Zhang
    ,
    Zhenyu Lei
    ,
    Na Zou
    , Jundong Li
  55. Knowledge Graph-Enhanced Large Language Models via Path Selection
    ACL 2024 ·
    Haochen Liu
    ,
    Song Wang
    ,
    Yaochen Zhu
    ,
    Yushun Dong
    , Jundong Li
  56. Large Language Models for Data Annotation and Synthesis: A Survey
    EMNLP 2024 ·
    Zhen Tan
    ,
    Dawei Li
    ,
    Song Wang
    ,
    Alimohammad Beigi
    ,
    Bohan Jiang
    ,
    Amrita Bhattacharjee
    ,
    Mansooreh Karami
    , Jundong Li,
    Lu Cheng
    ,
    Huan Liu
  57. Mixture of Demonstrations for In-Context Learning
    NeurIPS 2024 ·
    Song Wang
    ,
    Zihan Chen
    ,
    Chengshuai Shi
    ,
    Cong Shen
    , Jundong Li
  58. PyGDebias: A Python Library for Debiasing in Graph Learning
    WWW 2024 ·
    Yushun Dong
    ,
    Zhenyu Lei
    ,
    Zaiyi Zheng
    ,
    Song Wang
    ,
    Jing Ma
    ,
    Alex Jing Huang
    ,
    Chen Chen
    , Jundong Li
  59. RelKD 2024: The Second International Workshop on Resource-Efficient Learning for Knowledge Discovery
    SIGKDD 2024 ·
    Chuxu Zhang
    ,
    Dongkuan Xu
    ,
    Kaize Ding
    , Jundong Li,
    Mojan Javaheripi
    ,
    Subhabrata Mukherjee
    ,
    Nitesh V. Chawla
    ,
    Huan Liu
  60. Towards Certified Unlearning for Deep Neural Networks
    ICML 2024 ·
    Binchi Zhang
    ,
    Yushun Dong
    ,
    Tianhao Wang
    , Jundong Li
  61. Understanding and Modeling Job Marketplace with Pretrained Language Models
    CIKM 2024 ·
    Yaochen Zhu
    ,
    Liang Wu
    ,
    Binchi Zhang
    ,
    Song Wang
    ,
    Qi Guo
    ,
    Liangjie Hong
    ,
    Luke Simon
    , Jundong Li
  62. Verification of Machine Unlearning is Fragile
    ICML 2024 ·
    Binchi Zhang
    ,
    Zihan Chen
    ,
    Cong Shen
    , Jundong Li