Preprint
Aug 2026
Thermo-FL: Thermal-Aware Robust Federated Fine-Tuning of Large Language Models for Edge AI
Thermo-FL is presented, a thermal-aware federated LoRA fine-tuning framework that uses device temperature as an active control signal for local adapter training and sparse update transmission and introduces TERRA, a robust aggregation pipeline for dynamically sparse LoRA updates.
S. Shrestha, K. Sharif, Zongxing Xie et al.
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