An adaptive federated LoRA scheduler jointly tunes client sampling probabilities and LoRA sketching ratios to minimize wall-clock fine-tuning time, with experiments reporting 2.8 to 4.2 times speedups over prior methods.
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Adaptive Federated LoRA in Heterogeneous Wireless Networks with Independent Sampling
An adaptive federated LoRA scheduler jointly tunes client sampling probabilities and LoRA sketching ratios to minimize wall-clock fine-tuning time, with experiments reporting 2.8 to 4.2 times speedups over prior methods.