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Selected Publications

Note: The full publication list can be found in Google Scholar

(* denotes corresponding author.)

[ArXiv] HASFL: Heterogeneity-aware Split Federated Learning over Edge Computing Systems
Z. Lin, Z. Chen, X. Chen, W. Ni, and Y. Gao
IEEE Transactions on Mobile Computing, under review.
[ArXiv] HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models
Z. Lin, Y. Zhang, Z. Chen, Z. Fang, X. Chen, P. Vepakomma, W. Ni, J. Luo, and Y. Gao
IEEE Transactions on Mobile Computing, under review.

[ArXiv] SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models
Z. Lin, X Hu, Y Zhang, Z Chen, Z Fang, X Chen, A Li, P Vepakomma, and Y. Gao
arXiv preprint arXiv:2407.00952.

[TMC] State-Aware Perturbation Optimization for Robust Deep Reinforcement Learning
Z Zhang, T Duan, Z. Lin*, D Huang, Z Fang, Z Sun, L Xiong, H Liang, H Cui and Y Cui
IEEE Transactions on Mobile Computing, 2025.

[TMC] LEO-Split: A Semi-Supervised Split Learning Framework over LEO Satellite Networks
Z. Lin, Y. Zhang, Z. Chen, Z. Fang, C. Wu, X. Chen, Y. Gao, and J. Luo
IEEE Transactions on Mobile Computing, 2025.

[TON] AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks
Z. Lin, G. Qu, W. Wei, X. Chen, and K. K. Leung
IEEE/ACM Transactions on Networking, 2025.

[CM] Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities
Z. Lin, G. Qu, Q. Chen, X. Chen, and K. Huang
IEEE Communications Magazine, 2025.

[TMC] Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Z. Lin, W. Wei, Z. Chen, CT. Lam, X. Chen, Y. Gao, and J. Luo
IEEE Transactions on Mobile Computing, 2025.

[TMC] FedSN: A Federated Learning Framework over Heterogeneous LEO Satellite Networks
Z. Lin, Z. Chen, Z. Fang, X. Chen, X. Wang, and Y. Gao
IEEE Transactions on Mobile Computing, 2024.(TMC Top 10 popular article)

[TMC] Efficient Parallel Split Learning over Resource-constrained Wireless Edge Networks
Z. Lin, G. Zhu, Y. Deng, X. Chen, Y. Gao, K. Huang, and Y. Fang
IEEE Transactions on Mobile Computing, 2024. (TMC Top 15 popular article)

[WCM] Split Learning in 6G Edge Networks
Z. Lin, G. Qu, X. Chen, and K. Huang
IEEE Wireless Communications, 2024. (WCM Top 40 popular article)

[TWC] Tracking and Transmission Design in Terahertz V2I Networks
Z. Lin, L. Wang, J. Ding, Y. Xu, and B. Tan
IEEE Transactions on Wireless Communications, 2023.

[CL] Channel Power Gain Estimation for Terahertz Vehicle-to-infrastructure Networks
Z. Lin, L. Wang, J. Ding, B. Tan, and S. Jin
IEEE Communications Letters, 2023.

[TWC] Spatial-spectral Terahertz Networks
Z. Lin, L. Wang, B. Tan, and X. Li
IEEE Transactions on Wireless Communications, 2022.

[ICC] V2I-aided Tracking Design
Z. Lin, L. Wang, J. Ding, Y. Xu, and B. Tan
IEEE International Conference on Communications, 2022.