FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated...

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Selective Aggregation for Low-Rank Adaptation in Federated Learning

P Guo, S Zeng, Y Wang, H Fan, F Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
We investigate LoRA in federated learning through the lens of the asymmetry analysis of the
learned $ A $ and $ B $ matrices. In doing so, we uncover that $ A $ matrices are …
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