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An Accurate and Single-Communication Federated Inference Algorithm

arXiv · AI, language, vision and robotics · article · Aug 27, 2026 · UTC

Joint analyses across multiple institutions are increasingly important in biomedical and epidemiological research, particularly for rare diseases where datasets are typical small. However, privacy regulations and institutional policies often prevent the sharing of individual-level patient data. In this paper we present an accurate and single-communication federated inference algorithm. Single-communication federated inference enables statistical analyses through a single exchange of summary statistics between participating centers and a coordinating server, preserving privacy while reducing co

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First collected: 2026-09-21T08:32:02.028Z. This is not the publication date.