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Communication-Efficient Personalized Adaptation via Federated-Local Model Merging

Potara merges federated and local models via closed-form optimal weights to improve federated personalization with lower communication costs.

Yinan Zou, Md Kamran Chowdhury Shisher, Christopher Brinton, Vishrant Tripathi

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5