PPaperPicks

Jure Leskovec

Stanford University, USA

31 papers at tracked venues · 30 at CORE A* · active 2024–2025

Venues

Frequent coauthors

Kexin Huang
×6
Minkai Xu
×5
Stefano Ermon
×5
Qian Huang
×4
Shirley Wu
×4
James Y. Zou
×4
Weihua Hu
×4
Jan Eric Lenssen
×4
Matthias Fey
×4
Joshua Robinson
×4
Charilaos I. Kanatsoulis
×4
Percy Liang
×3

Papers

  1. Automated Hypothesis Validation with Agentic Sequential Falsifications
    ICML 2025 ·
    Kexin Huang
    ,
    Ying Jin
    ,
    Ryan Li
    ,
    Michael Y. Li
    ,
    Emmanuel J. Candès
    , Jure Leskovec
  2. BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments
    ICLR 2025 ·
    Yusuf H. Roohani
    ,
    Andrew H. Lee
    ,
    Qian Huang
    ,
    Jian Vora
    ,
    Zachary Steinhart
    ,
    Kexin Huang
    ,
    Alexander Marson
    ,
    Percy Liang
    , Jure Leskovec
  3. CollabLLM: From Passive Responders to Active Collaborators
    ICML 2025 ·
    Shirley Wu
    ,
    Michel Galley
    ,
    Baolin Peng
    ,
    Hao Cheng
    ,
    Gavin Li
    ,
    Yao Dou
    ,
    Weixin Cai
    ,
    James Zou
    , Jure Leskovec,
    Jianfeng Gao
  4. ContextGNN: Beyond Two-Tower Recommendation Systems
    ICLR 2025 ·
    Yiwen Yuan
    ,
    Zecheng Zhang
    ,
    Xinwei He
    ,
    Akihiro Nitta
    ,
    Weihua Hu
    ,
    Manan Shah
    ,
    Blaz Stojanovic
    ,
    Shenyang Huang
    ,
    Jan Eric Lenssen
    , Jure Leskovec,
    Matthias Fey
  5. Energy-Based Diffusion Language Models for Text Generation
    ICLR 2025 ·
    Minkai Xu
    ,
    Tomas Geffner
    ,
    Karsten Kreis
    ,
    Weili Nie
    ,
    Yilun Xu
    , Jure Leskovec,
    Stefano Ermon
    ,
    Arash Vahdat
  6. From Retrieval to Reasoning: Advancing AI Agents for Knowledge Discovery and Collaboration
    WWW 2025 · Jure Leskovec
  7. Holographic Node Representations: Pre-training Task-Agnostic Node Embeddings
    ICLR 2025 ·
    Beatrice Bevilacqua
    ,
    Joshua Robinson
    , Jure Leskovec,
    Bruno Ribeiro
  8. LLMs Generate Structurally Realistic Social Networks but Overestimate Political Homophily
    ICWSM 2025 ·
    Serina Chang
    ,
    Alicja Chaszczewicz
    ,
    Emma Wang
    ,
    Maya Josifovska
    ,
    Emma Pierson
    , Jure Leskovec
  9. Large Language Models are Good Relational Learners
    ACL 2025 ·
    Fang Wu
    ,
    Vijay Prakash Dwivedi
    , Jure Leskovec
  10. Learning Efficient Positional Encodings with Graph Neural Networks
    ICLR 2025 ·
    Charilaos I. Kanatsoulis
    ,
    Evelyn Choi
    ,
    Stefanie Jegelka
    , Jure Leskovec,
    Alejandro Ribeiro
  11. Learning Production Functions for Supply Chains with Graph Neural Networks
    AAAI 2025 ·
    Serina Chang
    ,
    Zhiyin Lin
    ,
    Benjamin Yan
    ,
    Swapnil Bembde
    ,
    Qi Xiu
    ,
    Chi Heem Wong
    ,
    Yu Qin
    ,
    Frank Kloster
    ,
    Xi Luo
    ,
    Raj Palleti
    , Jure Leskovec
  12. RelGNN: Composite Message Passing for Relational Deep Learning
    ICML 2025 ·
    Tianlang Chen
    ,
    Charilaos I. Kanatsoulis
    , Jure Leskovec
  13. Relational Deep Learning: Challenges, Foundations and Next-Generation Architectures
    SIGKDD 2025 ·
    Vijay Prakash Dwivedi
    ,
    Charilaos I. Kanatsoulis
    ,
    Shenyang Huang
    , Jure Leskovec
  14. Surface-based Molecular Design with Multi-modal Flow Matching
    SIGKDD 2025 ·
    Fang Wu
    ,
    Zhengyuan Zhou
    ,
    Shuting Jin
    ,
    Xiangxiang Zeng
    , Jure Leskovec,
    Jinbo Xu
  15. TabDiff: a Mixed-type Diffusion Model for Tabular Data Generation
    ICLR 2025 ·
    Juntong Shi
    ,
    Minkai Xu
    ,
    Harper Hua
    ,
    Hengrui Zhang
    ,
    Stefano Ermon
    , Jure Leskovec
  16. Zero-Shot Generalization of GNNs over Distinct Attribute Domains
    ICML 2025 ·
    Yangyi Shen
    ,
    Jincheng Zhou
    ,
    Beatrice Bevilacqua
    ,
    Joshua Robinson
    ,
    Charilaos I. Kanatsoulis
    , Jure Leskovec,
    Bruno Ribeiro
  17. Aligning Target-Aware Molecule Diffusion Models with Exact Energy Optimization
    NeurIPS 2024 ·
    Siyi Gu
    ,
    Minkai Xu
    ,
    Alexander S. Powers
    ,
    Weili Nie
    ,
    Tomas Geffner
    ,
    Karsten Kreis
    , Jure Leskovec,
    Arash Vahdat
    ,
    Stefano Ermon
  18. AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning
    NeurIPS 2024 ·
    Shirley Wu
    ,
    Shiyu Zhao
    ,
    Qian Huang
    ,
    Kexin Huang
    ,
    Michihiro Yasunaga
    ,
    Kaidi Cao
    ,
    Vassilis N. Ioannidis
    ,
    Karthik Subbian
    , Jure Leskovec,
    James Y. Zou
  19. Compositional Generative Inverse Design
    ICLR 2024 ·
    Tailin Wu
    ,
    Takashi Maruyama
    ,
    Long Wei
    ,
    Tao Zhang
    ,
    Yilun Du
    ,
    Gianluca Iaccarino
    , Jure Leskovec
  20. Context-Aware Meta-Learning
    ICLR 2024 ·
    Christopher Fifty
    ,
    Dennis Duan
    ,
    Ronald G. Junkins
    ,
    Ehsan Amid
    , Jure Leskovec,
    Christopher Ré
    ,
    Sebastian Thrun
  21. Equivariant Graph Neural Operator for Modeling 3D Dynamics
    ICML 2024 ·
    Minkai Xu
    ,
    Jiaqi Han
    ,
    Aaron Lou
    ,
    Jean Kossaifi
    ,
    Arvind Ramanathan
    ,
    Kamyar Azizzadenesheli
    , Jure Leskovec,
    Stefano Ermon
    ,
    Anima Anandkumar
  22. From Similarity to Superiority: Channel Clustering for Time Series Forecasting
    NeurIPS 2024 ·
    Jialin Chen
    ,
    Jan Eric Lenssen
    ,
    Aosong Feng
    ,
    Weihua Hu
    ,
    Matthias Fey
    ,
    Leandros Tassiulas
    , Jure Leskovec,
    Rex Ying
  23. GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts
    NeurIPS 2024 ·
    Shirley Wu
    ,
    Kaidi Cao
    ,
    Bruno Ribeiro
    ,
    James Y. Zou
    , Jure Leskovec
  24. Inferring Dynamic Networks from Marginals with Iterative Proportional Fitting
    ICML 2024 ·
    Serina Chang
    ,
    Frederic Koehler
    ,
    Zhaonan Qu
    , Jure Leskovec,
    Johan Ugander
  25. Large Language Models as Analogical Reasoners
    ICLR 2024 ·
    Michihiro Yasunaga
    ,
    Xinyun Chen
    ,
    Yujia Li
    ,
    Panupong Pasupat
    , Jure Leskovec,
    Percy Liang
    ,
    Ed H. Chi
    ,
    Denny Zhou
  26. MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
    ICML 2024 ·
    Qian Huang
    ,
    Jian Vora
    ,
    Percy Liang
    , Jure Leskovec
  27. Position: Relational Deep Learning - Graph Representation Learning on Relational Databases
    ICML 2024 ·
    Matthias Fey
    ,
    Weihua Hu
    ,
    Kexin Huang
    ,
    Jan Eric Lenssen
    ,
    Rishabh Ranjan
    ,
    Joshua Robinson
    ,
    Rex Ying
    ,
    Jiaxuan You
    , Jure Leskovec
  28. RelBench: A Benchmark for Deep Learning on Relational Databases
    NeurIPS 2024 ·
    Joshua Robinson
    ,
    Rishabh Ranjan
    ,
    Weihua Hu
    ,
    Kexin Huang
    ,
    Jiaqi Han
    ,
    Alejandro Dobles
    ,
    Matthias Fey
    ,
    Jan Eric Lenssen
    ,
    Yiwen Yuan
    ,
    Zecheng Zhang
    ,
    Xinwei He
    , Jure Leskovec
  29. STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases
    NeurIPS 2024 ·
    Shirley Wu
    ,
    Shiyu Zhao
    ,
    Michihiro Yasunaga
    ,
    Kexin Huang
    ,
    Kaidi Cao
    ,
    Qian Huang
    ,
    Vassilis N. Ioannidis
    ,
    Karthik Subbian
    ,
    James Y. Zou
    , Jure Leskovec
  30. Uncertainty Quantification for Forward and Inverse Problems of PDEs via Latent Global Evolution
    AAAI 2024 ·
    Tailin Wu
    ,
    Willie Neiswanger
    ,
    Hongtao Zheng
    ,
    Stefano Ermon
    , Jure Leskovec
  31. VQGraph: Rethinking Graph Representation Space for Bridging GNNs and MLPs
    ICLR 2024 ·
    Ling Yang
    ,
    Ye Tian
    ,
    Minkai Xu
    ,
    Zhongyi Liu
    ,
    Shenda Hong
    ,
    Wei Qu
    ,
    Wentao Zhang
    ,
    Bin Cui
    ,
    Muhan Zhang
    , Jure Leskovec