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News/Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning
arxiv
PublishedJuly 24, 2026 at 4:00 AM
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Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning

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arXiv:2607.20914v1 Announce Type: new Abstract: Federated parameter-efficient fine-tuning (PEFT) enables communication-efficient adaptation of large pretrained models on decentralized edge data, but it remains fragile under non-IID client heterogeneity. In low-rank adaptation (LoRA), different clien

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