PPaperPicks

Shirui Pan

97 papers at tracked venues · 75 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Yixin Liu
×13
Ming Jin
×12
Yuxuan Liang
×11
Linhao Luo
×10
Qingsong Wen
×9
Alan Wee-Chung Liew
×8
Jiapu Wang
×8
Leo Yu Zhang
×7
Xin Zheng
×7
He Zhang
×6
Chuan Zhou
×6
Shiyuan Li
×5

Papers

  1. ARES: Scalable and Practical Gradient Inversion Attack in Federated Learning Through Activation Recovery
    S&P 2026 ·
    Zirui Gong
    ,
    Leo Yu Zhang
    ,
    Yanjun Zhang
    ,
    Viet Vo
    ,
    Tianqing Zhu
    , Shirui Pan,
    Cong Wang
  2. Assemble Your Crew: Automatic Multi-agent Communication Topology Design via Autoregressive Graph Generation
    AAAI 2026 ·
    Shiyuan Li
    ,
    Yixin Liu
    ,
    Qingsong Wen
    ,
    Chengqi Zhang
    , Shirui Pan
  3. Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing
    EACL 2026 ·
    Shigeng Chen
    ,
    Linhao Luo
    ,
    Zhangchi Qiu
    ,
    Yanan Cao
    ,
    Carl Yang
    , Shirui Pan
  4. BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks
    ACL 2026 ·
    Rui Miao
    ,
    Yixin Liu
    ,
    Yili Wang
    ,
    Xu Shen
    ,
    Yue Tan
    ,
    Yiwei Dai
    , Shirui Pan,
    Xin Wang
  5. CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
    ACL 2026 ·
    Yongxuan Wu
    ,
    Xixun Lin
    ,
    He Zhang
    ,
    Nan Sun
    ,
    Kun Wang
    ,
    Chuan Zhou
    , Shirui Pan,
    Yanan Cao
  6. Character-Level Perturbations Disrupt LLM Watermarks
    NDSS 2026 ·
    Zhaoxi Zhang
    ,
    Xiaomei Zhang
    ,
    Yanjun Zhang
    ,
    He Zhang
    , Shirui Pan,
    Bo Liu
    ,
    Asif Gill
    ,
    Leo Yu Zhang
  7. Correcting False Alarms from Unseen: Adapting Graph Anomaly Detectors at Test Time
    AAAI 2026 ·
    Junjun Pan
    ,
    Yixin Liu
    ,
    Chuan Zhou
    ,
    Fei Xiong
    ,
    Alan Wee-Chung Liew
    , Shirui Pan
  8. EviCare: Enhancing Diagnosis Prediction with Deep Model-Guided Evidence for In-Context Reasoning
    SIGKDD 2026 ·
    Hengyu Zhang
    ,
    Xuyun Zhang
    ,
    Pengxiang Zhan
    ,
    Linhao Luo
    ,
    Hang Lv
    ,
    Yanchao Tan
    , Shirui Pan,
    Carl Yang
  9. Explainable and Fine-Grained Safeguarding of LLM Multi-Agent Systems via Bi-Level Graph Anomaly Detection
    ACL 2026 ·
    Junjun Pan
    ,
    Yixin Liu
    ,
    Rui Miao
    ,
    Kaize Ding
    ,
    Yu Zheng
    ,
    Quoc Viet Hung Nguyen
    ,
    Alan Wee-Chung Liew
    , Shirui Pan
  10. Graph-to-Tree: Topological Decomposition for Self-Supervised Learning
    WWW 2026 ·
    Yejiang Wang
    ,
    Yuhai Zhao
    ,
    Fangting Li
    ,
    Jiapu Wang
    ,
    Meixia Wang
    ,
    Ling Li
    ,
    Miaomiao Huang
    ,
    Zhengkui Wang
    , Shirui Pan
  11. GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation
    AAAI 2026 ·
    Xinghe Cheng
    ,
    Zihan Zhang
    ,
    Jiapu Wang
    ,
    Liangda Fang
    ,
    Chaobo He
    ,
    Quanlong Guan
    , Shirui Pan,
    Weiqi Luo
  12. LexGenius: An Expert-Level Benchmark for Large Language Models in Legal General Intelligence
    ACL 2026 ·
    Wenjin Liu
    ,
    Haoran Luo
    ,
    Xin Feng
    ,
    Xiang Ji
    ,
    Lijuan Zhou
    ,
    Rui Mao
    ,
    Jiapu Wang
    , Shirui Pan,
    Erik Cambria
  13. Meta-Learning Driven Few-Shot Knowledge Transfer with Dual-Stage Adaptive Data Replay for Cross-Domain Recommendation
    WWW 2026 ·
    Yilei Qiu
    ,
    Fei Xiong
    ,
    Jun Hu
    , Shirui Pan,
    Liang Wang
  14. Multi-Source Unsupervised Graph Domain Adaptation via Concise Propagation-Transformation Pipeline
    WWW 2026 ·
    Jiayi Wang
    ,
    Yi Li
    ,
    Xin Zheng
    ,
    Junyang Chen
    ,
    Yanqing Guo
    ,
    Alan Wee-Chung Liew
    , Shirui Pan
  15. OFA-MAS: One-for-All Multi-Agent System Topology Design based on Mixture-of-Experts Graph Generative Models
    WWW 2026 ·
    Shiyuan Li
    ,
    Yixin Liu
    ,
    Yu Zheng
    ,
    Mei Li
    ,
    Quoc Viet Hung Nguyen
    , Shirui Pan
  16. SQL-ASTRA: Alleviating Sparse Feedback in Agentic SQL via Column-Set Matching and Trajectory Aggregation
    ACL 2026 ·
    Long Li
    ,
    Zhijian Zhou
    ,
    Jiangxuan Long
    ,
    Peiyang Liu
    ,
    Weidi Xu
    ,
    Zhe Wang
    , Shirui Pan,
    Chao Qu
  17. negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification
    WWW 2026 ·
    Junwei Gong
    ,
    Xiao Shen
    ,
    Zhihao Chen
    , Shirui Pan,
    Xiao Wang
    ,
    Xi Zhou
  18. A Label-free Heterophily-guided Approach for Unsupervised Graph Fraud Detection
    AAAI 2025 ·
    Junjun Pan
    ,
    Yixin Liu
    ,
    Xin Zheng
    ,
    Yizhen Zheng
    ,
    Alan Wee-Chung Liew
    ,
    Fuyi Li
    , Shirui Pan
  19. A Survey on Unifying Large Language Models and Knowledge Graphs for Biomedicine and Healthcare
    SIGKDD 2025 ·
    Ran Xu
    ,
    Patrick Jiang
    ,
    Linhao Luo
    ,
    Cao Xiao
    ,
    Adam Cross
    , Shirui Pan,
    Jimeng Sun
    ,
    Carl Yang
  20. Adversarial Contrastive Graph Masked AutoEncoder Against Graph Structure and Feature Dual Attacks
    AAAI 2025 ·
    Weixuan Shen
    ,
    Xiaobo Shen
    , Shirui Pan
  21. BiMark: Unbiased Multilayer Watermarking for Large Language Models
    ICML 2025 ·
    Xiaoyan Feng
    ,
    He Zhang
    ,
    Yanjun Zhang
    ,
    Leo Yu Zhang
    , Shirui Pan
  22. Conformal Anomaly Detection in Event Sequences
    ICML 2025 ·
    Shuai Zhang
    ,
    Chuan Zhou
    ,
    Yang Liu
    ,
    Peng Zhang
    ,
    Xixun Lin
    , Shirui Pan
  23. Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking
    NeurIPS 2025 ·
    Liangliang Zhang
    ,
    Zhuorui Jiang
    ,
    Hongliang Chi
    ,
    Haoyang Chen
    ,
    Mohammed Elkoumy
    ,
    Fali Wang
    ,
    Qiong Wu
    ,
    Zhengyi Zhou
    , Shirui Pan,
    Suhang Wang
    ,
    Yao Ma
  24. Domain-Level Disentanglement Framework Based on Information Enhancement for Cross-Domain Cold-Start Recommendation
    AAAI 2025 ·
    Nian Rong
    ,
    Fei Xiong
    , Shirui Pan,
    Guixun Luo
    ,
    Jia Wu
    ,
    Liang Wang
  25. DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs
    NeurIPS 2025 ·
    Dongyuan Li
    ,
    Shiyin Tan
    ,
    Ying Zhang
    ,
    Ming Jin
    , Shirui Pan,
    Manabu Okumura
    ,
    Renhe Jiang
  26. Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs
    WWW 2025 ·
    Xingrui Zhuo
    ,
    Jiapu Wang
    ,
    Gongqing Wu
    , Shirui Pan,
    Xindong Wu
  27. Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning
    EMNLP 2025 ·
    Yu Liu
    ,
    Yanan Cao
    ,
    Xixun Lin
    ,
    Yanmin Shang
    ,
    Shi Wang
    , Shirui Pan
  28. Equivalence is All: A Unified View for Self-supervised Graph Learning
    ICML 2025 ·
    Yejiang Wang
    ,
    Yuhai Zhao
    ,
    Zhengkui Wang
    ,
    Ling Li
    ,
    Jiapu Wang
    ,
    Fangting Li
    ,
    Miaomiao Huang
    , Shirui Pan,
    Xingwei Wang
  29. Few-Shot Learning on Graphs: From Meta-Learning to LLM-empowered Pre-Training and Beyond
    WWW 2025 ·
    Yuan Fang
    ,
    Yuxia Wu
    ,
    Xingtong Yu
    , Shirui Pan
  30. Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey
    SIGKDD 2025 ·
    Yuxuan Liang
    ,
    Haomin Wen
    ,
    Yutong Xia
    ,
    Ming Jin
    ,
    Bin Yang
    ,
    Flora Salim
    ,
    Qingsong Wen
    , Shirui Pan,
    Gao Cong
  31. FreeGAD: A Training-Free yet Effective Approach for Graph Anomaly Detection
    CIKM 2025 ·
    Yunfeng Zhao
    ,
    Yixin Liu
    ,
    Shiyuan Li
    ,
    Qingfeng Chen
    ,
    Yu Zheng
    , Shirui Pan
  32. GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation
    NeurIPS 2025 ·
    Linhao Luo
    ,
    Zicheng Zhao
    ,
    Reza Haffari
    ,
    Dinh Phung
    ,
    Chen Gong
    , Shirui Pan
  33. Graph Sparsification via Mixture of Graphs
    ICLR 2025 ·
    Guibin Zhang
    ,
    Xiangguo Sun
    ,
    Yanwei Yue
    ,
    Chonghe Jiang
    ,
    Kun Wang
    ,
    Tianlong Chen
    , Shirui Pan
  34. Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models
    ICML 2025 ·
    Linhao Luo
    ,
    Zicheng Zhao
    ,
    Gholamreza Haffari
    ,
    Yuan-Fang Li
    ,
    Chen Gong
    , Shirui Pan
  35. Integrating Large Language Models and Knowledge Graphs for Next-level AGI
    WWW 2025 ·
    Linhao Luo
    ,
    Carl Yang
    ,
    Evgeny Kharlamov
    , Shirui Pan
  36. Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective
    ICML 2025 ·
    Lele Fu
    ,
    Bowen Deng
    ,
    Sheng Huang
    ,
    Tianchi Liao
    , Shirui Pan,
    Chuan Chen
  37. M2LLM: Multi-view Molecular Representation Learning with Large Language Models
    IJCAI 2025 ·
    Jiaxin Ju
    ,
    Yizhen Zheng
    ,
    Huan Yee Koh
    ,
    Can Wang
    , Shirui Pan
  38. Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification
    ICML 2025 ·
    Langzhang Liang
    ,
    Fanchen Bu
    ,
    Zixing Song
    ,
    Zenglin Xu
    , Shirui Pan,
    Kijung Shin
  39. N2GON: Neural Networks for Graph-of-Net with Position Awareness
    ICML 2025 ·
    Yejiang Wang
    ,
    Yuhai Zhao
    ,
    Zhengkui Wang
    ,
    Wen Shan
    ,
    Ling Li
    ,
    Qian Li
    ,
    Miaomiao Huang
    ,
    Meixia Wang
    , Shirui Pan,
    Xingwei Wang
  40. Not All Edges are Equally Robust: Evaluating the Robustness of Ranking-Based Federated Learning
    S&P 2025 ·
    Zirui Gong
    ,
    Yanjun Zhang
    ,
    Leo Yu Zhang
    ,
    Zhaoxi Zhang
    ,
    Yong Xiang
    , Shirui Pan
  41. OASIS: Harnessing Diffusion Adversarial Network for Ocean Salinity Imputation using Sparse Drifter Trajectories
    CIKM 2025 ·
    Bo Li
    ,
    Yingqi Feng
    ,
    Ming Jin
    ,
    Xin Zheng
    ,
    Yufei Tang
    ,
    Laurent M. Chérubin
    ,
    Can Wang
    ,
    Alan Wee-Chung Liew
    ,
    Qinghua Lu
    ,
    Jingwei Yao
    ,
    Hong Zhang
    , Shirui Pan,
    Xingquan Zhu
  42. Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment
    AAAI 2025 ·
    Xiao Shen
    ,
    Zhihao Chen
    , Shirui Pan,
    Shuang Zhou
    ,
    Laurence T. Yang
    ,
    Xi Zhou
  43. Personalized Multi-Interest Modeling for Cross-Domain Recommendation to Cold-Start Users
    ICDE 2025 ·
    Xiaodong Li
    ,
    Jiawei Sheng
    ,
    Jiangxia Cao
    ,
    Xinghua Zhang
    ,
    Wenyuan Zhang
    ,
    Yong Sun
    , Shirui Pan,
    Zhihong Tian
    ,
    Tingwen Liu
  44. Progressive Prefix-Memory Tuning for Complex Logical Query Answering on Knowledge Graphs
    IJCAI 2025 ·
    Xingrui Zhuo
    , Shirui Pan,
    Jiapu Wang
    ,
    Gongqing Wu
    ,
    Zan Zhang
    ,
    Rui Li
    ,
    Zizhong Wei
    ,
    Xindong Wu
  45. Reasoning Over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations
    ICDM 2025 ·
    Zhangchi Qiu
    ,
    Linhao Luo
    , Shirui Pan,
    Alan Wee-Chung Liew
  46. Robust Graph Based Social Recommendation Through Contrastive Multi-View Learning
    AAAI 2025 ·
    Fei Xiong
    ,
    Tao Zhang
    , Shirui Pan,
    Guixun Luo
    ,
    Liang Wang
  47. ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models
    NeurIPS 2025 ·
    Bosong Huang
    ,
    Ming Jin
    ,
    Yuxuan Liang
    ,
    Johan Barthelemy
    ,
    Debo Cheng
    ,
    Qingsong Wen
    ,
    Chenghao Liu
    , Shirui Pan
  48. Sharpness-aware Zeroth-order Optimization for Graph Transformers
    IJCAI 2025 ·
    Yang Liu
    ,
    Chuan Zhou
    ,
    Yuhan Lin
    ,
    Shuai Zhang
    ,
    Yang Gao
    ,
    Zhao Li
    , Shirui Pan
  49. T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models
    IJCAI 2025 ·
    Yunfeng Ge
    ,
    Jiawei Li
    ,
    Yiji Zhao
    ,
    Haomin Wen
    ,
    Zhao Li
    ,
    Meikang Qiu
    ,
    Hongyan Li
    ,
    Ming Jin
    , Shirui Pan
  50. TED++: Submanifold-Aware Backdoor Detection via Layerwise Tubular-Neighbourhood Screening
    ICDM 2025 ·
    Nam Le
    ,
    Leo Yu Zhang
    ,
    Kewen Liao
    , Shirui Pan,
    Wei Luo
  51. TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs
    AAAI 2025 ·
    Qin Zhang
    ,
    Xiaowei Li
    ,
    Ziqi Liu
    ,
    Xiaochen Fan
    ,
    Xiaojun Chen
    , Shirui Pan
  52. Test-Time GNN Model Evaluation on Dynamic Graphs
    ICDM 2025 ·
    Bo Li
    ,
    Xin Zheng
    ,
    Ming Jin
    ,
    Can Wang
    , Shirui Pan
  53. Test-Time Graph Neural Dataset Search With Generative Projection
    ICML 2025 ·
    Xin Zheng
    ,
    Wei Huang
    ,
    Chuan Zhou
    ,
    Ming Li
    , Shirui Pan
  54. Test-Time Graph Rebirth for GNN Generalization Under Distribution Shifts
    ICDM 2025 ·
    Xin Zheng
    ,
    Bo Li
    ,
    Yu Zheng
    ,
    Qin Zhang
    ,
    Haishuai Wang
    ,
    Yuxuan Liang
    ,
    Alan Wee-Chung Liew
    , Shirui Pan
  55. The Workshop of Artificial Intelligence for Web-Centric Time Series Analysis (AI4TS): Theory, Algorithms, and Applications
    WWW 2025 ·
    Ming Jin
    ,
    Mahsa Salehi
    ,
    Yuxuan Liang
    ,
    Dongjin Song
    ,
    Flora Salim
    ,
    Min Wu
    , Shirui Pan,
    Qingsong Wen
  56. TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
    ICML 2025 ·
    Yifan Hu
    ,
    Guibin Zhang
    ,
    Peiyuan Liu
    ,
    Disen Lan
    ,
    Naiqi Li
    ,
    Dawei Cheng
    ,
    Tao Dai
    ,
    Shu-Tao Xia
    , Shirui Pan
  57. Towards Neural Scaling Laws for Time Series Foundation Models
    ICLR 2025 ·
    Qingren Yao
    ,
    Chao-Han Huck Yang
    ,
    Renhe Jiang
    ,
    Yuxuan Liang
    ,
    Ming Jin
    , Shirui Pan
  58. Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
    EMNLP 2025 ·
    Xu Shen
    ,
    Yixin Liu
    ,
    Yiwei Dai
    ,
    Yili Wang
    ,
    Rui Miao
    ,
    Yue Tan
    , Shirui Pan,
    Xin Wang
  59. Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
    ICLR 2025 ·
    Yili Wang
    ,
    Yixin Liu
    ,
    Xu Shen
    ,
    Chenyu Li
    ,
    Rui Miao
    ,
    Kaize Ding
    ,
    Ying Wang
    , Shirui Pan,
    Xin Wang
  60. Unleash LLMs Potential for Sequential Recommendation by Coordinating Dual Dynamic Index Mechanism
    WWW 2025 ·
    Jun Yin
    ,
    Zhengxin Zeng
    ,
    Mingzheng Li
    ,
    Hao Yan
    ,
    Chaozhuo Li
    ,
    Weihao Han
    ,
    Jianjin Zhang
    ,
    Ruochen Liu
    ,
    Hao Sun
    ,
    Weiwei Deng
    ,
    Feng Sun
    ,
    Qi Zhang
    , Shirui Pan,
    Senzhang Wang
  61. Unsupervised Federated Graph Learning
    NeurIPS 2025 ·
    Lele Fu
    ,
    Tianchi Liao
    ,
    Sheng Huang
    ,
    Bowen Deng
    ,
    Chuanfu Zhang
    , Shirui Pan,
    Chuan Chen
  62. ARC: A Generalist Graph Anomaly Detector with In-Context Learning
    NeurIPS 2024 ·
    Yixin Liu
    ,
    Shiyuan Li
    ,
    Yu Zheng
    ,
    Qingfeng Chen
    ,
    Chengqi Zhang
    , Shirui Pan
  63. Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective
    NeurIPS 2024 ·
    Jiaxi Hu
    ,
    Yuehong Hu
    ,
    Wei Chen
    ,
    Ming Jin
    , Shirui Pan,
    Qingsong Wen
    ,
    Yuxuan Liang
  64. Augmented Commonsense Knowledge for Remote Object Grounding
    AAAI 2024 ·
    Bahram Mohammadi
    ,
    Yicong Hong
    ,
    Yuankai Qi
    ,
    Qi Wu
    , Shirui Pan,
    Javen Qinfeng Shi
  65. CONC: Complex-noise-resistant Open-set Node Classification with Adaptive Noise Detection
    IJCAI 2024 ·
    Qin Zhang
    ,
    Jiexin Lu
    ,
    Xiaowei Li
    ,
    Huisi Wu
    , Shirui Pan,
    Junyang Chen
  66. Cost-effective Data Labelling for Graph Neural Networks
    WWW 2024 ·
    Shixun Huang
    ,
    Ge Lee
    ,
    Zhifeng Bao
    , Shirui Pan
  67. Differentiating Choices via Commonality for Multiple-Choice Question Answering
    ECAI 2024 ·
    Wenqing Deng
    ,
    Zhe Wang
    ,
    Kewen Wang
    , Shirui Pan,
    Xiaowang Zhang
    ,
    Zhiyong Feng
  68. Divide and Denoise: Empowering Simple Models for Robust Semi-Supervised Node Classification against Label Noise
    SIGKDD 2024 ·
    Kaize Ding
    ,
    Xiaoxiao Ma
    ,
    Yixin Liu
    , Shirui Pan
  69. EGonc : Energy-based Open-Set Node Classification with substitute Unknowns
    NeurIPS 2024 ·
    Qin Zhang
    ,
    Zelin Shi
    , Shirui Pan,
    Junyang Chen
    ,
    Huisi Wu
    ,
    Xiaojun Chen
  70. FedPFT: Federated Proxy Fine-Tuning of Foundation Models
    IJCAI 2024 ·
    Zhaopeng Peng
    ,
    Xiaoliang Fan
    ,
    Yufan Chen
    ,
    Zheng Wang
    , Shirui Pan,
    Chenglu Wen
    ,
    Ruisheng Zhang
    ,
    Cheng Wang
  71. Foundation Models for Time Series Analysis: A Tutorial and Survey
    SIGKDD 2024 ·
    Yuxuan Liang
    ,
    Haomin Wen
    ,
    Yuqi Nie
    ,
    Yushan Jiang
    ,
    Ming Jin
    ,
    Dongjin Song
    , Shirui Pan,
    Qingsong Wen
  72. GOODAT: Towards Test-Time Graph Out-of-Distribution Detection
    AAAI 2024 ·
    Luzhi Wang
    ,
    Dongxiao He
    ,
    He Zhang
    ,
    Yixin Liu
    ,
    Wenjie Wang
    , Shirui Pan,
    Di Jin
    ,
    Tat-Seng Chua
  73. Gradformer: Graph Transformer with Exponential Decay
    IJCAI 2024 ·
    Chuang Liu
    ,
    Zelin Yao
    ,
    Yibing Zhan
    ,
    Xueqi Ma
    , Shirui Pan,
    Wenbin Hu
  74. Graph Attention Network with High-Order Neighbor Information Propagation for Social Recommendation
    IJCAI 2024 ·
    Fei Xiong
    ,
    Haoran Sun
    ,
    Gui Xun Luo
    , Shirui Pan,
    Meikang Qiu
    ,
    Liang Wang
  75. Graph Neural Stochastic Diffusion for Estimating Uncertainty in Node Classification
    ICML 2024 ·
    Xixun Lin
    ,
    Wenxiao Zhang
    ,
    Fengzhao Shi
    ,
    Chuan Zhou
    ,
    Lixin Zou
    ,
    Xiangyu Zhao
    ,
    Dawei Yin
    , Shirui Pan,
    Yanan Cao
  76. GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks
    NDSS 2024 ·
    Bang Wu
    ,
    He Zhang
    ,
    Xiangwen Yang
    ,
    Shuo Wang
    ,
    Minhui Xue
    , Shirui Pan,
    Xingliang Yuan
  77. IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion
    WWW 2024 ·
    Jiapu Wang
    ,
    Zheng Cui
    ,
    Boyue Wang
    , Shirui Pan,
    Junbin Gao
    ,
    Baocai Yin
    ,
    Wen Gao
  78. Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
    NeurIPS 2024 ·
    Jiapu Wang
    ,
    Kai Sun
    ,
    Linhao Luo
    ,
    Wei Wei
    ,
    Yongli Hu
    ,
    Alan Wee-Chung Liew
    , Shirui Pan,
    Baocai Yin
  79. Maximizing Malicious Influence in Node Injection Attack
    WSDM 2024 ·
    Xiao Zhang
    ,
    Peng Bao
    , Shirui Pan
  80. NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning
    AAAI 2024 ·
    Bo Xiong
    ,
    Mojtaba Nayyeri
    ,
    Linhao Luo
    ,
    Zihao Wang
    , Shirui Pan,
    Steffen Staab
  81. Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation
    CIKM 2024 ·
    Shiyuan Li
    ,
    Yixin Liu
    ,
    Qingfeng Chen
    ,
    Geoffrey I. Webb
    , Shirui Pan
  82. Online GNN Evaluation Under Test-time Graph Distribution Shifts
    ICLR 2024 ·
    Xin Zheng
    ,
    Dongjin Song
    ,
    Qingsong Wen
    ,
    Bo Du
    , Shirui Pan
  83. Optimizing OOD Detection in Molecular Graphs: A Novel Approach with Diffusion Models
    SIGKDD 2024 ·
    Xu Shen
    ,
    Yili Wang
    ,
    Kaixiong Zhou
    , Shirui Pan,
    Xin Wang
  84. Position: What Can Large Language Models Tell Us about Time Series Analysis
    ICML 2024 ·
    Ming Jin
    ,
    Yifan Zhang
    ,
    Wei Chen
    ,
    Kexin Zhang
    ,
    Yuxuan Liang
    ,
    Bin Yang
    ,
    Jindong Wang
    , Shirui Pan,
    Qingsong Wen
  85. ROG_PL: Robust Open-Set Graph Learning via Region-Based Prototype Learning
    AAAI 2024 ·
    Qin Zhang
    ,
    Xiaowei Li
    ,
    Jiexin Lu
    ,
    Liping Qiu
    , Shirui Pan,
    Xiaojun Chen
    ,
    Junyang Chen
  86. Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
    ICLR 2024 ·
    Linhao Luo
    ,
    Yuan-Fang Li
    ,
    Gholamreza Haffari
    , Shirui Pan
  87. Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification
    S&P 2024 ·
    Bang Wu
    ,
    Xingliang Yuan
    ,
    Shuo Wang
    ,
    Qi Li
    ,
    Minhui Xue
    , Shirui Pan
  88. Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs
    ICML 2024 ·
    Langzhang Liang
    ,
    Sunwoo Kim
    ,
    Kijung Shin
    ,
    Zenglin Xu
    , Shirui Pan,
    Yuan Qi
  89. Similarity Preserving Transformer Cross-Modal Hashing for Video-Text Retrieval
    ACM MM 2024 ·
    Qianxin Huang
    ,
    Siyao Peng
    ,
    Xiaobo Shen
    ,
    Yunhao Yuan
    , Shirui Pan
  90. Stealing Watermarks of Large Language Models via Mixed Integer Programming
    ACSAC 2024 ·
    Zhaoxi Zhang
    ,
    Xiaomei Zhang
    ,
    Yanjun Zhang
    ,
    Leo Yu Zhang
    ,
    Chao Chen
    ,
    Shengshan Hu
    ,
    Asif Gill
    , Shirui Pan
  91. The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
    SIGKDD 2024 ·
    Kun Wang
    ,
    Guibin Zhang
    ,
    Xinnan Zhang
    ,
    Junfeng Fang
    ,
    Xun Wu
    ,
    Guohao Li
    , Shirui Pan,
    Wei Huang
    ,
    Yuxuan Liang
  92. Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
    ICLR 2024 ·
    Ming Jin
    ,
    Shiyu Wang
    ,
    Lintao Ma
    ,
    Zhixuan Chu
    ,
    James Y. Zhang
    ,
    Xiaoming Shi
    ,
    Pin-Yu Chen
    ,
    Yuxuan Liang
    ,
    Yuan-Fang Li
    , Shirui Pan,
    Qingsong Wen
  93. Towards Model Extraction Attacks in GAN-Based Image Translation via Domain Shift Mitigation
    AAAI 2024 ·
    Di Mi
    ,
    Yanjun Zhang
    ,
    Leo Yu Zhang
    ,
    Shengshan Hu
    ,
    Qi Zhong
    ,
    Haizhuan Yuan
    , Shirui Pan
  94. Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness
    ICML 2024 ·
    Guibin Zhang
    ,
    Yanwei Yue
    ,
    Kun Wang
    ,
    Junfeng Fang
    ,
    Yongduo Sui
    ,
    Kai Wang
    ,
    Yuxuan Liang
    ,
    Dawei Cheng
    , Shirui Pan,
    Tianlong Chen
  95. Uncovering the Redundancy in Graph Self-supervised Learning Models
    NeurIPS 2024 ·
    Zhibiao Wang
    ,
    Xiao Wang
    ,
    Haoyue Deng
    ,
    Nian Liu
    , Shirui Pan,
    Chunming Hu
  96. Unraveling Privacy Risks of Individual Fairness in Graph Neural Networks
    ICDE 2024 ·
    He Zhang
    ,
    Xingliang Yuan
    , Shirui Pan
  97. Unsupervised Deep Graph Structure and Embedding Learning
    IJCAI 2024 ·
    Xiaobo Shen
    ,
    Lei Shi
    ,
    Xiuwen Gong
    , Shirui Pan