pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models

Zhanming Shen, Tianqi Xu, Hao Wang, Jian Li, Miao Pan. pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 4766-4778, Association for Computational Linguistics, 2025. [doi]

Abstract

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