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Ting-Qi Wang

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#artificial intelligence Preprint Sep 2026

Task-Aware Federated Fine-Tuning for MoE-based Large Language Models

Mixture-of-Experts (MoE) has become a widely adopted architecture for Large Language Models (LLMs), as it improves model capacity while limiting computational overhead through sparse expert activation. This property makes MoE-based LLMs particularly attractive for resource-constrained distributed environments. However,...

Ting-Qi Wang, Hongyu Ke, Hao-Xin Wang et al. · 0 citations