Junhua Shi

According to our database, Junhua Shi authored at least 7 papers between 2007 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Retrieving Minimal and Sufficient Reasoning Subgraphs with Graph Foundation Models for Path-aware GraphRAG.

Haonan Yuan, Qingyun Sun, Junhua Shi, Mingjun Liu, Jiaqi Yuan, Ziwei Zhang, Xingcheng Fu, Jianxin Li

CoRR, March, 2026

Enhancing Opaque-Box VLMs Attack With Prior Information Guide.

Zhiying Mu, Litao Peng, Junhua Shi, Wenxiao Zhang, Dehong Gao

IEEE Internet Things J., 2026

SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation.

Junhua Shi, Qingyun Sun, Haonan Yuan, Xingcheng Fu

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation.

Junhua Shi, Qingyun Sun, Haonan Yuan, Xingcheng Fu

CoRR, December, 2025

GRAVER: Generative Graph Vocabularies for Robust Graph Foundation Models Fine-tuning.

Haonan Yuan, Qingyun Sun, Junhua Shi, Xingcheng Fu, Bryan Hooi, Jianxin Li, Philip S. Yu

CoRR, November, 2025

How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees.

Haonan Yuan, Qingyun Sun, Junhua Shi, Xingcheng Fu, Bryan Hooi, Jianxin Li, Philip S. Yu

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2007

A New Algorithm for Attribute Reduction in Decision Tables.

Xuegang Hu, Junhua Shi, Xindong Wu

Proceedings of the Rough Sets, 2007