🗃️ Publications
“*” denotes equal contribution, “†” denotes corresponding author
Graph-Related Studies
🕸 Graph Generalization

GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs
Yun Zhu, Haizhou Shi, Xiaotang Wang, Yongchao Liu, Yaoke Wang, Boci Peng, Chuntao Hong, Siliang Tang†

Graph Triple Attention Network: A Decoupled Perspective
Xiaotang Wang*, Yun Zhu*†, Haizhou Shi, Yongchao Liu, Chuntao Hong

MARIO: Model Agnostic Recipe for Improving OOD Generalization of Graph Contrastive Learning
Yun Zhu, Haizhou Shi, Zhenshuo Zhang, Siliang Tang†

Structure-Aware Group Discrimination with Adaptive-View Graph Encoder: A Fast Graph Contrastive Learning Framework
Zhenshuo Zhang, Yun Zhu, Haizhou Shi, Siliang Tang†
RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning
Yun Zhu*, Jianhao Guo*, Fei Wu, Siliang Tang†
🔧 Graph Adaption

UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks
Xiaotang Wang*, Yun Zhu*†, Haizhou Shi, Yongchao Liu, Chuntao Hong

Bridging Local Details and Global Context in Text-Attributed Graphs
Yaoke Wang*, Yun Zhu*, Wenqiao Zhang, Yueting Zhuang, Yunfei Li, Siliang Tang†

Efficient Tuning and Inference for Large Language Models on Textual Graphs
Yun Zhu*, Yaoke Wang*, Haizhou Shi, Siliang Tang†

GraphControl: Adding Conditional Control to Universal Graph Pre-trained Models for Graph Domain Transfer Learning
Yun Zhu*, Yaoke Wang*, Haizhou Shi, Zhenshuo Zhang, Siliang Tang†

SGL-PT: A Strong Graph Learner with Graph Prompt Tuning
Yun Zhu, Jianhao Guo, Siliang Tang†
LLM-Related Studies
🚀 Efficient Inference

SmartBERT: A Promotion of Dynamic Early Exiting Mechanism for Accelerating BERT Inference
Boren Hu*,Yun Zhu*, Jiacheng Li, Siliang Tang†
🔧 Post-Training

Transferable and Forecastable User Targeting Foundation Model
Bin Dou, Baokun Wang†, Yun Zhu, et al.

LLaSA: Large Language and E-Commerce Shopping Assistant
Shuo Zhang, Boci Peng, Xinping Zhao, Boren Hu, Yun Zhu, Yanjia Zeng, Xuming Hu†
💾 GraphRAG & Reflection

Graph Retrieval-Augmented Generation: A Survey
Boci Peng*, Yun Zhu*, Yongchao Liu, Xiaohe Bo, Haizhou Shi, Chuntao Hong, Yan Zhang†, Siliang Tang

Meta-Reflection: A Feedback-Free Reflection Learning Framework
Yaoke Wang, Yun Zhu, Xintong Bao, Wenqiao Zhang†, Suyang Dai, Kehan Chen†, Wenqiang Li, Gang Huang, Siliang Tang, Yueting Zhuang