Advances and Open Challenges in Federated Foundation Models

Chao Ren,Han Yu, Hongyi Peng,Xiaoli Tang, Bo Zhao,Liping Yi, Alysa Ziying Tan, Yulan Gao,Anran Li,Xiaoxiao Li,Zengxiang Li,Qiang Yang

IEEE Communications Surveys & Tutorials（2025）

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Federated learning,foundation models,federated foundation models,large language models,efficient training/aggregation,trustworthiness,incentivization,evaluation,quantum computing

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