Publications

A collection of my research work.

From Transfer to Collaboration: A Federated Framework for Cross-Market Sequential Recommendation

From Transfer to Collaboration: A Federated Framework for Cross-Market Sequential Recommendation

Jundong Chen, Honglei Zhang, Xiangmou Qu, Haoxuan Li, Han Yu, Yidong Li

Proceedings of the ACM International Conference on Multimedia 2026CCF-A

Breaking the aggregation bottleneck in federated recommendation: A personalized model merging approach

Breaking the aggregation bottleneck in federated recommendation: A personalized model merging approach

Jundong Chen, Honglei Zhang, Chunxu Zhang, Fangyuan Luo, Yidong Li

Proceedings of the AAAI Conference on Artificial Intelligence 2026CCF-A

When Semantics Fall Short: Persona-Guided Cross-Domain Sequential Recommendation with Large Language Models

When Semantics Fall Short: Persona-Guided Cross-Domain Sequential Recommendation with Large Language Models

Jundong Chen, Honglei Zhang, Shuai An, Enneng Yang, Han Yu

Coming Soon 2026

Learning to unlearn for Bayesian personalized ranking via influence function

Jundong Chen, Honglei Zhang, Haoxuan Li, Yidong Li

Chinese Journal of Electronics 2025CCF-T1

Beyond similarity: Personalized federated recommendation with composite aggregation

Honglei Zhang, Haoxuan Li, Jundong Chen, Sen Cui, Kunda Yan, Abudukelimu Wuerkaixi, Xin Zhou, Zhiqi Shen, Yidong Li

ACM Transactions on Information Systems 2026CCF-A

FedUTR: Federated Recommendation with Augmented Universal Textual Representation for Sparse Interaction Scenarios

Kang Fu, Honglei Zhang, Zikai Zhang, Jundong Chen, Xin Zhou, Zhiqi Shen, Dusit Niyato, Yidong Li

IEEE Transactions on Multimedia 2026CCF-A

Beyond personalization: Federated recommendation with calibration via low-rank decomposition

Jundong Chen, Honglei Zhang, Haoxuan Li, Chunxu Zhang, Zhiwei Li, Yidong Li

arXiv preprint arXiv:2506.09525 2025