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Amelie Chi Zhou

1 accepted papers

2024

FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion

NeurIPS 2024spotlight

One-shot Federated Learning (OFL) significantly reduces communication costs in FL by aggregating trained models only once. However, the performance of advanced OFL methods is far behind the normal FL. In this work, we provide a causal view to find that this performance drop of OFL methods comes from…