Learning to Count Isomorphisms with Graph Neural Networks. - Xingtong Yu; Zemin Liu; Yuan Fang 001; Xinming Zhang 001 (AAAI, 2023)

Pixel Adapter: A Graph-Based Post-Processing Approach for Scene Text Image Super-Resolution. - Wenyu Zhang 004; Xin Deng; Baojun Jia; Xingtong Yu; Yifan Chen; Jin Ma; Qing Ding; Xinming Zhang 001 (ACM Multimedia, 2023)

GraphPrompt: Unifying Pre-Training and Downstream Tasks for Graph Neural Networks. - Zemin Liu; Xingtong Yu; Yuan Fang 001; Xinming Zhang 001 (WWW, 2023)

HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning. - Xingtong Yu; Yuan Fang 001; Zemin Liu; Xinming Zhang 001 (AAAI, 2024)

MultiGPrompt for Multi-Task Pre-Training and Prompting on Graphs. - Xingtong Yu; Chang Zhou; Yuan Fang 001; Xinming Zhang 001 (WWW, 2024)

Few-Shot Learning on Graphs: from Meta-learning to Pre-training and Prompting. - Xingtong Yu; Yuan Fang 001; Zemin Liu; Yuxia Wu; Zhihao Wen; Jianyuan Bo; Xinming Zhang 001; Steven C. H. Hoi (CoRR, 2024)

Text-Free Multi-domain Graph Pre-training: Toward Graph Foundation Models. - Xingtong Yu; Chang Zhou; Yuan Fang 001; Xinming Zhang 001 (CoRR, 2024)

DyGPrompt: Learning Feature and Time Prompts on Dynamic Graphs. - Xingtong Yu; Zhenghao Liu; Yuan Fang; Xinming Zhang (CoRR, 2024)

Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs. - Xingtong Yu; Zhenghao Liu; Yuan Fang 001; Zemin Liu; Sihong Chen; Xinming Zhang 001 (IEEE Trans. Knowl. Data Eng., 2024)

HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding. - Peng Xia 005; Xingtong Yu; Ming Hu; Lie Ju; Zhiyong Wang 001; Peibo Duan; Zongyuan Ge (COLING, 2025)

Node-Time Conditional Prompt Learning in Dynamic Graphs. - Xingtong Yu; Zhenghao Liu; Xinming Zhang; Yuan Fang (ICLR, 2025)

Non-Homophilic Graph Pre-Training and Prompt Learning. - Xingtong Yu; Jie Zhang; Yuan Fang 001; Renhe Jiang (KDD (1), 2025)

Few-Shot Learning on Graphs: From Meta-Learning to LLM-empowered Pre-Training and Beyond. - Yuan Fang 001; Yuxia Wu; Xingtong Yu; Shirui Pan (WWW (Companion Volume), 2025)

SAMGPT: Text-free Graph Foundation Model for Multi-domain Pre-training and Cross-domain Adaptation. - Xingtong Yu; Zechuan Gong; Chang Zhou; Yuan Fang 001; Hui Zhang 044 (WWW, 2025)

MDPM: Modulating domain-specific prompt memory for multi-domain traffic flow prediction with transformers. - Zhuang Zhuang; Lingbo Liu; Kan Guo; Xingtong Yu; Heng Qi; Yanming Shen; Baocai Yin (Knowl. Based Syst., 2025)

SAMGPT: Text-free Graph Foundation Model for Multi-domain Pre-training and Cross-domain Adaptation. - Xingtong Yu; Zechuan Gong; Chang Zhou; Yuan Fang; Hui Zhang (CoRR, 2025)

GCoT: Chain-of-Thought Prompt Learning for Graphs. - Xingtong Yu; Chang Zhou; Zhongwei Kuai; Xinming Zhang; Yuan Fang (CoRR, 2025)

Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity. - Shiyin Tan; Dongyuan Li; Renhe Jiang; Zhen Wang 004; Xingtong Yu; Manabu Okumura (CoRR, 2025)