PPaperPicks

Guibin Zhang

37 papers at tracked venues · 37 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Kun Wang
×18
Guancheng Wan
×10
Wenke Huang
×9
Dawei Cheng
×9
Yanwei Yue
×8
Yuxuan Liang
×7
Mang Ye
×7
Yang Wang
×6
Junfeng Fang
×6
Miao Yu
×5
Tianlong Chen
×5
Frank Wan
×5

Papers

  1. AgentAsk: Multi-Agent Systems Need to Ask
    ACL 2026 ·
    Bohan Lin
    ,
    Kuo Yang
    ,
    Zelin Tan
    ,
    Yingchuan Lai
    ,
    Chen Zhang
    , Guibin Zhang,
    Xinlei Yu
    ,
    Miao Yu
    ,
    Xu Wang
    ,
    Yu-Dong Zhang
    ,
    Yang Wang
  2. DAWN: Distributed LLM Multi-Agent Workflow Synthesis
    AAAI 2026 ·
    Guancheng Wan
    ,
    Mo Zhou
    ,
    Ziyi Wang
    ,
    Xiaoran Shang
    ,
    Eric Hanchen Jiang
    , Guibin Zhang,
    Jinhe Bi
    ,
    Yunpu Ma
    ,
    Zaixi Zhang
    ,
    Ke Liang
    ,
    Wenke Huang
  3. EvoRoute: Experience-Driven Self-Routing LLM Agent Systems
    ACL 2026 · Guibin Zhang,
    Haiyang Yu
    ,
    Kaiming Yang
    ,
    Bingli Wu
    ,
    Fei Huang
    ,
    Yongbin Li
    ,
    Shuicheng Yan
  4. SafeSieve: From Heuristics to Experience in Progressive Pruning for LLM-based Multi-Agent Communication
    AAAI 2026 ·
    Ruijia Zhang
    ,
    Xinyan Zhao
    ,
    Ruixiang Wang
    ,
    Sigen Chen
    , Guibin Zhang,
    An Zhang
    ,
    Kun Wang
    ,
    Qingsong Wen
  5. Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning
    ACL 2026 ·
    Zelin Tan
    ,
    Hejia Geng
    ,
    Xiaohang Yu
    ,
    Mulei Zhang
    ,
    Guancheng Wan
    ,
    Yifan Zhou
    ,
    Qiang He
    ,
    Xiangyuan Xue
    ,
    Heng Zhou
    ,
    Yutao Fan
    ,
    Zhong-Zhi Li
    ,
    Zaibin Zhang
    , Guibin Zhang,
    Chen Zhang
    ,
    Zhenfei Yin
    ,
    Philip Torr
    ,
    Lei Bai
  6. AgentAuditor: Human-level Safety and Security Evaluation for LLM Agents
    NeurIPS 2025 ·
    Hanjun Luo
    ,
    Shenyu Dai
    ,
    Chiming Ni
    ,
    Xinfeng Li
    , Guibin Zhang,
    Kun Wang
    ,
    Tongliang Liu
    ,
    Hanan Salam
  7. Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
    ICLR 2025 · Guibin Zhang,
    Yanwei Yue
    ,
    Zhixun Li
    ,
    Sukwon Yun
    ,
    Guancheng Wan
    ,
    Kun Wang
    ,
    Dawei Cheng
    ,
    Jeffrey Xu Yu
    ,
    Tianlong Chen
  8. Diffusion Graph Model for Time Series Anomaly Detection via Anomaly-aware Graph Sparsification and Augmentation
    WWW 2025 ·
    Disen Lan
    , Guibin Zhang,
    Rongjin Guo
  9. DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
    SIGKDD 2025 ·
    Hao Wu
    ,
    Haomin Wen
    , Guibin Zhang,
    Yutong Xia
    ,
    Yuxuan Liang
    ,
    Yu Zheng
    ,
    Qingsong Wen
    ,
    Kun Wang
  10. EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified Sparsification
    ICML 2025 ·
    Zitong Shi
    ,
    Guancheng Wan
    ,
    Wenke Huang
    , Guibin Zhang,
    He Li
    ,
    Carl Yang
    ,
    Mang Ye
  11. Energy-based Backdoor Defense Against Federated Graph Learning
    ICLR 2025 ·
    Guancheng Wan
    ,
    Zitong Shi
    ,
    Wenke Huang
    , Guibin Zhang,
    Dacheng Tao
    ,
    Mang Ye
  12. Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks
    AAAI 2025 ·
    Yanwei Yue
    , Guibin Zhang,
    Haoran Yang
    ,
    Dawei Cheng
  13. FedSPA: Generalizable Federated Graph Learning under Homophily Heterogeneity
    CVPR 2025 ·
    Zihan Tan
    ,
    Guancheng Wan
    ,
    Wenke Huang
    ,
    He Li
    , Guibin Zhang,
    Carl Yang
    ,
    Mang Ye
  14. G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
    ICML 2025 · Guibin Zhang,
    Yanwei Yue
    ,
    Xiangguo Sun
    ,
    Guancheng Wan
    ,
    Miao Yu
    ,
    Junfeng Fang
    ,
    Kun Wang
    ,
    Tianlong Chen
    ,
    Dawei Cheng
  15. G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems
    NeurIPS 2025 · Guibin Zhang,
    Muxin Fu
    ,
    Kun Wang
    ,
    Frank Wan
    ,
    Miao Yu
    ,
    Shuicheng Yan
  16. G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems
    ACL 2025 ·
    Shilong Wang
    , Guibin Zhang,
    Miao Yu
    ,
    Guancheng Wan
    ,
    Fanci Meng
    ,
    Chongye Guo
    ,
    Kun Wang
    ,
    Yang Wang
  17. GHOST: Generalizable One-Shot Federated Graph Learning with Proxy-Based Topology Knowledge Retention
    ICML 2025 ·
    Jiaru Qian
    ,
    Guancheng Wan
    ,
    Wenke Huang
    , Guibin Zhang,
    Yuxin Wu
    ,
    Bo Du
    ,
    Mang Ye
  18. Glocal Information Bottleneck for Time Series Imputation
    NeurIPS 2025 ·
    Jie Yang
    ,
    Kexin Zhang
    , Guibin Zhang,
    Philip S. Yu
    ,
    Kaize Ding
  19. Graph Sparsification via Mixture of Graphs
    ICLR 2025 · Guibin Zhang,
    Xiangguo Sun
    ,
    Yanwei Yue
    ,
    Chonghe Jiang
    ,
    Kun Wang
    ,
    Tianlong Chen
    ,
    Shirui Pan
  20. HYPERION: Fine-Grained Hypersphere Alignment for Robust Federated Graph Learning
    NeurIPS 2025 ·
    Frank Wan
    ,
    Xiaoran Shang
    ,
    Yuxin Wu
    , Guibin Zhang,
    Jinhe Bi
    ,
    Liangtao Zheng
    ,
    Xin Lin
    ,
    Yue Liu
    ,
    Yanbiao Ma
    ,
    Wenke Huang
    ,
    Bo Du
  21. MOTION: Multi-Sculpt Evolutionary Coarsening for Federated Continual Graph Learning
    NeurIPS 2025 ·
    Frank Wan
    ,
    Fengyuan Ran
    ,
    Ruikang Zhang
    ,
    Wenke Huang
    ,
    Xuankun Rong
    , Guibin Zhang,
    Yuxin Wu
    ,
    Bo Du
    ,
    Mang Ye
  22. MasRouter: Learning to Route LLMs for Multi-Agent Systems
    ACL 2025 ·
    Yanwei Yue
    , Guibin Zhang,
    Boyang Liu
    ,
    Guancheng Wan
    ,
    Kun Wang
    ,
    Dawei Cheng
    ,
    Yiyan Qi
  23. Multi-agent Architecture Search via Agentic Supernet
    ICML 2025 · Guibin Zhang,
    Luyang Niu
    ,
    Junfeng Fang
    ,
    Kun Wang
    ,
    Lei Bai
    ,
    Xiang Wang
  24. Multi-order Orchestrated Curriculum Distillation for Model-Heterogeneous Federated Graph Learning
    NeurIPS 2025 ·
    Frank Wan
    ,
    Xu Cheng
    ,
    Run Liu
    ,
    Wenke Huang
    ,
    Zitong Shi
    ,
    Pinyi Jin
    , Guibin Zhang,
    Bo Du
    ,
    Mang Ye
  25. NetSafe: Exploring the Topological Safety of Multi-agent System
    ACL 2025 ·
    Miao Yu
    ,
    Shilong Wang
    , Guibin Zhang,
    Junyuan Mao
    ,
    Chenlong Yin
    ,
    Qijiong Liu
    ,
    Kun Wang
    ,
    Qingsong Wen
    ,
    Yang Wang
  26. OASIS: One-Shot Federated Graph Learning via Wasserstein Assisted Knowledge Integration
    NeurIPS 2025 ·
    Frank Wan
    ,
    Jiaru Qian
    ,
    Wenke Huang
    ,
    Qilin Xu
    ,
    Xianda Guo
    ,
    Boheng Li
    , Guibin Zhang,
    Bo Du
    ,
    Mang Ye
  27. Pask: Providing Answer before AsKing toward Proactive AI agent
    ACM MM 2025 ·
    Zhifei Xie
    ,
    Hu Zongzheng
    , Guibin Zhang,
    Jialin Zhang
    ,
    Yue Liao
    ,
    Chunyan Miao
    ,
    Shuicheng Yan
  28. Rationalizing and Augmenting Dynamic Graph Neural Networks
    ICLR 2025 · Guibin Zhang,
    Yiyan Qi
    ,
    Ziyang Cheng
    ,
    Yanwei Yue
    ,
    Dawei Cheng
    ,
    Jian Guo
  29. 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
  30. Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization
    NeurIPS 2024 ·
    Dingshuo Chen
    ,
    Zhixun Li
    ,
    Yuyan Ni
    , Guibin Zhang,
    Ding Wang
    ,
    Qiang Liu
    ,
    Shu Wu
    ,
    Jeffrey Xu Yu
    ,
    Liang Wang
  31. EXGC: Bridging Efficiency and Explainability in Graph Condensation
    WWW 2024 ·
    Junfeng Fang
    ,
    Xinglin Li
    ,
    Yongduo Sui
    ,
    Yuan Gao
    , Guibin Zhang,
    Kun Wang
    ,
    Xiang Wang
    ,
    Xiangnan He
  32. GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
    NeurIPS 2024 · Guibin Zhang,
    Haonan Dong
    ,
    Yuchen Zhang
    ,
    Zhixun Li
    ,
    Dingshuo Chen
    ,
    Kai Wang
    ,
    Tianlong Chen
    ,
    Yuxuan Liang
    ,
    Dawei Cheng
    ,
    Kun Wang
  33. Graph Lottery Ticket Automated
    ICLR 2024 · Guibin Zhang,
    Kun Wang
    ,
    Wei Huang
    ,
    Yanwei Yue
    ,
    Yang Wang
    ,
    Roger Zimmermann
    ,
    Aojun Zhou
    ,
    Dawei Cheng
    ,
    Jin Zeng
    ,
    Yuxuan Liang
  34. NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling
    ICLR 2024 ·
    Kun Wang
    ,
    Hao Wu
    ,
    Yifan Duan
    , Guibin Zhang,
    Kai Wang
    ,
    Xiaojiang Peng
    ,
    Yu Zheng
    ,
    Yuxuan Liang
    ,
    Yang Wang
  35. 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
  36. The Snowflake Hypothesis: Training and Powering GNN with One Node One Receptive Field
    SIGKDD 2024 ·
    Kun Wang
    ,
    Guohao Li
    ,
    Shilong Wang
    , Guibin Zhang,
    Kai Wang
    ,
    Yang You
    ,
    Junfeng Fang
    ,
    Xiaojiang Peng
    ,
    Yuxuan Liang
    ,
    Yang Wang
  37. 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