Compose, Route, Complete: Text-Routed Vision Prototypes for Multimodal Point Cloud Completion

Wang Luo, Di Wu, Hengyuan Na, Yinlin Zhu, Shenghao Ye, Miao Hu, Guocong Quan

MM-OpenFGL: A Comprehensive Benchmark for Multimodal Federated Graph Learning

Xunkai Li, Yuming Ai, Yinlin Zhu, Haodong Lu, Yi Zhang, Guohao Fu, Bowen Fan, Qiangqiang Dai, Rong-Hua Li, Guoren Wang

arXivPDF

TMTE: Effective Multimodal Graph Learning with Task-aware Modality and Topology Co-evolution

Yinlin Zhu, Xunkai Li, Di Wu, Wang Luo, Miao Hu, Di Wu

arXivPDF

Both Topology and Text Matter: Revisiting LLM-guided Out-of-Distribution Detection on Text-attributed Graphs

Yinlin Zhu, Di Wu, Xu Wang, Guocong Quan, Miao Hu

arXivPDF

Rethinking Multimodal Point Cloud Completion: A Completion-by-Correction Perspective

Wang Luo, Di Wu, Hengyuan Na, Yinlin Zhu, Miao Hu, Guocong Quan

PAGE: A Unified Approach for Federated Graph Unlearning

Yuming Ai, Xunkai Li, Jiaqi Chao, Bowen Fan, Zhengyu Wu, Yinlin Zhu, Rong-Hua Li, Guoren Wang

Towards Effective Federated Graph Foundation Model via Mitigating Knowledge Entanglement

Yinlin Zhu*, Xunkai Li*, Jishuo Jia, Miao Hu, Di Wu, Meikang Qiu

arXivPDF

FedC4: Graph Condensation Meets Client-Client Collaboration for Efficient and Private Federated Graph Learning

Zekai Chen, Xunkai Li, Yinlin Zhu, Rong-Hua Li, Guoren Wang

arXivPDF

Federated Continual Graph Learning

Yinlin Zhu, Miao Hu, Di Wu

arXivPDF

Rethinking Federated Graph Learning: A Data Condensation Perspective

Hao Zhang, Xunkai Li, Yinlin Zhu, Lianglin Hu

arXivPDF

OpenFGL: A Comprehensive Benchmark for Federated Graph Learning

Xunkai Li, Yinlin Zhu, Boyang Pang, Guochen Yan, Yeyu Yan, Zening Li, Zhengyu Wu, Wentao Zhang, Rong-Hua Li, Guoren Wang

arXivPDFCode

FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning

Yinlin Zhu, Xunkai Li, Zhengyu Wu, Di Wu, Miao Hu, Rong-Hua Li

arXivPDF

FedGTA: Topology-aware Averaging for Federated Graph Learning

Xunkai Li, Zhengyu Wu, Wentao Zhang, Yinlin Zhu, Rong-Hua Li, Guoren Wang

PaperCode