Graph Neural Networks with Non-Recursive Message Passing. - Qiaoyu Tan; Xin Zhang 104; Jiahe Du; Xiao Huang 001 (ICDM (Workshops), 2023)

Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation. - Chuang Zhou 002; Zhu Wang; Shengyuan Chen; Jiahe Du; Qiyuan Zheng; Zhaozhuo Xu; Xiao Huang 001 (ACL (1), 2025)

Each graph is a new language: Graph Learning with LLMs. - Huachi Zhou; Jiahe Du; Chuang Zhou 002; Chang Yang; Yilin Xiao 002; Yuxuan Xie; Xiao Huang 001 (ACL (Findings), 2025)

Text-Attributed Graph Learning with Coupled Augmentations. - Chuang Zhou 002; Jiahe Du; Huachi Zhou; Hao Chen 062; Feiran Huang; Xiao Huang 001 (COLING, 2025)