2025 publications

GCoT: Chain-of-Thought Prompt Learning for Graphs
The first work that explores Chain-of-Thought prompting on graphs
Node-Time Conditional Prompt Learning In Dynamic Graphs
Non-homophilic graph pre-training and prompt learning
SAMGPT: Text-free Graph Foundation Model for Multi-domain Pre-training and Cross-domain Adaptation
Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity
HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding