Publications

A collection of my research work.

ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability

Hongjiang Chen, Xin Zheng, Pengfei Jiao, Huan Liu, Zhidong Zhao, Huaming Wu, Feng Xia, Shirui Pan

International Conference on Machine Learning 2026

PaperCodeCCF-A

LGAT: Towards Local-Global Adaptive Temporal Graph Representation Learning

Hongjiang Chen, Pengfei Jiao, Xuan Guo, Mengzhou Gao, Zhidong Zhao

IEEE Transactions on Artificial Intelligence 2026

PaperCodeEI

TGFormer: Towards temporal graph transformer with auto-correlation mechanism

Hongjiang Chen, Pengfei Jiao, Ming Du, Xuan Guo, Zhidong Zhao, Di Jin, Xiao Liu

Pattern Recognition 2026

PaperCodeCCF-B

GoAgent: Group-of-Agents Communication Topology Generation for LLM-based Multi-Agent Systems

Hongjiang Chen, Xin Zheng, Yixin Liu, Pengfei Jiao, Shiyuan Li, Huan Liu, Zhidong Zhao, Ziqi Xu, Ibrahim Khalil, Shirui Pan

arXiv preprint arXiv:2603.19677 2026

PaperArxiv

An Empirical Study Challenging the Ability of Heterogeneous Graph Neural Networks to Effectively Learn Topological Structures

Shuxin Chen, Xuan Guo, Huan Liu, Hongjiang Chen, Pengfei Jiao

IEEE Transactions on Big Data 2026

PaperCCF-C

A survey on temporal interaction graph representation learning: progress, challenges, and opportunities

Pengfei Jiao, Hongjiang Chen, Xuan Guo, Zhidong Zhao, Dongxiao He, Di Jin

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence 2025

PaperCCF-A

HGMP: Heterogeneous Graph Multi-Task Prompt Learning

Pengfei Jiao, Jialong Ni, Di Jin, Xuan Guo, Huan Liu, Hongjiang Chen, Yanxian Bi

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence 2025

PaperCCF-A

Contrastive representation learning on dynamic networks

Pengfei Jiao, Hongjiang Chen, Huijun Tang, Qing Bao, Long Zhang, Zhidong Zhao, Huaming Wu

Neural Networks 2024

PaperCCF-B

Temporal graph representation learning with adaptive augmentation contrastive

Hongjiang Chen, Pengfei Jiao, Huijun Tang, Huaming Wu

Joint European conference on machine learning and knowledge discovery in databases 2023

PaperCodeCCF-B