most citedFedEx: Expediting Federated Learning over Heterogeneous Mobile Devices by Overlapping and Participant Selection

2 citations · 2 across the 3 of their papers we have counts for

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cs.LG2025

Adaptive Federated LoRA in Heterogeneous Wireless Networks with Independent Sampling

Yanzhao Hou, Jiaxiang Geng, Boyu Li +4

Federated LoRA has emerged as a promising technique for efficiently fine-tuning large language models (LLMs) on distributed devices by reducing the number of trainable parameters.…

cs.LG2024

WHALE-FL: Wireless and Heterogeneity Aware Latency Efficient Federated Learning over Mobile Devices via Adaptive Subnetwork Scheduling

Huai-an Su, Jiaxiang Geng, Liang Li +5

As a popular distributed learning paradigm, federated learning (FL) over mobile devices fosters numerous applications, while their practical deployment is hindered by participating…