The Snowflake Hypothesis: Training Deep GNN with One Node One Receptive field. - Kun Wang 042; Guohao Li 001; Shilong Wang 002; Guibin Zhang; Kai Wang 036; Yang You 001; Xiaojiang Peng; Yuxuan Liang; Yang Wang 015 (CoRR, 2023)

Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model. - Hao Wu; Shilong Wang 002; Yuxuan Liang; Zhengyang Zhou; Wei Huang 034; Wei Xiong; Kun Wang 042 (CoRR, 2023)

Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model. - Hao Wu; Yuxuan Liang; Wei Xiong; Zhengyang Zhou; Wei Huang 034; Shilong Wang 002; Kun Wang 056 (AAAI, 2024)

Heroes: Lightweight Federated Learning with Neural Composition and Adaptive Local Update in Heterogeneous Edge Networks. - Jiaming Yan; Jianchun Liu; Shilong Wang 002; Hongli Xu; Haifeng Liu; Jianhua Zhou (INFOCOM, 2024)

The Snowflake Hypothesis: Training and Powering GNN with One Node One Receptive Field. - Kun Wang 056; Guohao Li 001; Shilong Wang 002; Guibin Zhang; Kai Wang 036; Yang You 001; Junfeng Fang; Xiaojiang Peng; Yuxuan Liang; Yang Wang 015 (KDD, 2024)

Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model. - Yifan Duan; Jian Zhao 006; pengcheng; Junyuan Mao; Hao Wu 098; Jingyu Xu 002; Shilong Wang 002; Caoyuan Ma; Kai Wang 036; Kun Wang 056; Xuelong Li 001 (NeurIPS, 2024)

CaT-GNN: Enhancing Credit Card Fraud Detection via Causal Temporal Graph Neural Networks. - Yifan Duan; Guibin Zhang; Shilong Wang 002; Xiaojiang Peng; Ziqi Wang; Junyuan Mao; Hao Wu; Xinke Jiang; Kun Wang 056 (CoRR, 2024)

All Nodes are created Not Equal: Node-Specific Layer Aggregation and Filtration for GNN. - Shilong Wang 002; Hao Wu 083; Yifan Duan; Guibin Zhang; Guohao Li 001; Yuxuan Liang; Shirui Pan; Kun Wang 042; Yang Wang 015 (CoRR, 2024)

NetSafe: Exploring the Topological Safety of Multi-agent Networks. - Miao Yu; Shilong Wang 002; Guibin Zhang; Junyuan Mao; Chenlong Yin; Qijiong Liu; Qingsong Wen; Kun Wang 042; Yang Wang 015 (CoRR, 2024)

A Robust Federated Learning Framework for Undependable Devices at Scale. - Shilong Wang 002; Jianchun Liu; Hongli Xu; Chunming Qiao; Huarong Deng; Qiuye Zheng; Jiantao Gong (CoRR, 2024)

Federated Learning With Experience-Driven Model Migration in Heterogeneous Edge Networks. - Jianchun Liu; Shilong Wang 002; Hongli Xu; Yang Xu 020; Yunming Liao; Jinyang Huang; He Huang 001 (IEEE/ACM Trans. Netw., 2024)

G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems. - Shilong Wang 002; Guibin Zhang; Miao Yu; Guancheng Wan; Fanci Meng; Chongye Guo; Kun Wang 056; Yang Wang 015 (ACL (1), 2025)

NetSafe: Exploring the Topological Safety of Multi-agent System. - Miao Yu; Shilong Wang 002; Guibin Zhang; Junyuan Mao; Chenlong Yin; Qijiong Liu; Kun Wang 056; Qingsong Wen; Yang Wang 015 (ACL (Findings), 2025)

A Survey on Trustworthy LLM Agents: Threats and Countermeasures. - Miao Yu; Fanci Meng; Xinyun Zhou; Shilong Wang 002; Junyuan Mao; Linsey Pang; Tianlong Chen 001; Kun Wang 056; Xinfeng Li; Yongfeng Zhang; Bo An 001; Qingsong Wen (CoRR, 2025)

Efficient Federated Fine-Tuning of Large Language Models with Layer Dropout. - Shilong Wang 002; Jianchun Liu; Hongli Xu; Jiaming Yan; Xianjun Gao (CoRR, 2025)