Articles with "tri afllm" as a keyword



Tri-AFLLM: Resource-Efficient Adaptive Asynchronous Accelerated Federated LLMs

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Published in 2025 at "IEEE Transactions on Circuits and Systems for Video Technology"

DOI: 10.1109/tcsvt.2024.3519790

Abstract: The local deployment of federated large language models (FLLM) has further advanced the development of edge intelligence. However, the resource constraints of end devices, device heterogeneity, and the non-independent and identically distributed (Non-IID) nature of… read more here.

Keywords: resource; tri afllm; model accuracy; adaptive asynchronous ... See more keywords