Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei, Yuwei Hu, Yuchen Ren, Zhewei Wei. In NeurIPS 2024. [Download paper] [code]
Dynamic and Textual Graph Generation Via Large-Scale LLM-based Agent Simulation Jiarui Ji, Runlin Lei, Jialing Bi, Zhewei Wei, Yankai Lin, Xuchen Pan, Yaliang Li, Bolin Ding. Preprint [Download paper] [code]
Beyond Over-smoothing: Uncovering the Trainability Challenges in Deep Graph Neural Networks Jie Peng, Runlin Lei, Zhewei Wei. In CIKM 2024. [Download paper]
Scalable and Accurate Graph Reasoning with LLM-based Multi-Agents Yuwei Hu, Runlin Lei, Xinyi Huang, Zhewei Wei, Yongchao Liu. Preprint [Download paper]
Learning-based Property Estimation with Polynomials Jiajun Li, Runlin Lei, Sibo Wang, Bolin Ding, Zhewei Wei. In SIGMOD 2024. [Download paper]
PolyGCL: Graph Contrastive Learning via Learnable Spectral Polynomial Filters Jingyu Chen, Runlin Lei, Zhewei Wei. In ICLR 2024. [Download paper] [code]
Evennet: Ignoring odd-hop neighbors improves robustness of graph neural networks Runlin Lei, Zhen Wang, Yaliang Li, Bolin Ding, Zhewei Wei. In NeurIPS 2022. [Download paper] [code]