Publications

You can also find my articles on my Google Scholar.

A Survey of Graph Prompting for Graph Learning Models: Recent Advances and Future Directions. [pdf]
Xingbo Fu, Zehong Wang, Zihan Chen, Jiazheng Li, Yaochen Zhu, Zhenyu Lei, Cong Shen, Yanfang Ye, Chuxu Zhang, Jundong Li
SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2025

MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning. pdf
*Zihan Chen*, *Song Wang*, Zhen Tan, Jundong Li, Cong Shen
International Conference on Machine Learning (ICML), 2025

FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs. pdf
Zihan Chen, Xingbo Fu, Yushun Dong, Jundong Li, Cong Shen
arXiv preprint

A Survey of Scaling in Large Language Model Reasoning. pdf
Zihan Chen, Song Wang, Zhen Tan, Xingbo Fu, Zhenyu Lei, Peng Wang, Huan Liu, Cong Shen, Jundong Li
arXiv preprint

Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning. pdf
Xingbo Fu, Zihan Chen, Yinhan He, Song Wang, Binchi Zhang, Chen Chen, Jundong Li
The 39th Annual AAAI Conference on Artificial Intelligence (AAAI), 2025

Channel-Wise Mixed-Precision Quantization for Large Language Models. pdf
Zihan Chen, Bike Xie, Jundong Li, Cong Shen
arXiv preprint

Mixture of Demonstrations for In-Context Learning. pdf
*Song Wang*, *Zihan Chen*, Chengshuai Shi, Cong Shen, Jundong Li
The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024

Efficient Prompt Optimization Through the Lens of Best Arm Identification. pdf
Chengshuai Shi, Kun Yang, Zihan Chen, Jundong Li, Jing Yang, Cong Shen
The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024

Federated Graph Learning with Structure Proxy Alignment. pdf
Xingbo Fu, Zihan Chen, Binchi Zhang, Chen Chen, Jundong Li
SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2024

Safety in Graph Machine Learning: Threats and Safeguards. pdf
Song Wang, Yushun Dong, Binchi Zhang, Zihan Chen, Xingbo Fu, Yinhan He, Cong Shen, Chuxu Zhang, Nitesh V Chawla, Jundong Li
arXiv preprint

FastGAS: Fast Graph-based Annotation Selection for In-Context Learning. pdf
Zihan Chen, Song Wang, Cong Shen, Jundong Li
Annual Meeting of the Association for Computational Linguistics (ACL Findings), 2024

Verification of Machine Unlearning is Fragile. pdf
Binchi Zhang, Zihan Chen, Cong Shen, Jundong Li
International Conference on Machine Learning (ICML), 2024

Personalized Federated Learning with Attention-Based Client Selection. pdf
Zihan Chen, Jundong Li, Cong Shen
International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024

Optimization of deep learning models for the prediction of gene mutations using unsupervised clustering. pdf
Zihan Chen, Xingyu Li, Miaomiao Yang, Hong Zhang, Xu Steven Xu
The Journal of Pathology: Clinical Research, 2023