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Collaborative Research: Learning to learn with rigor: foundations of amortized inference

Organization University of Maryland, College ParkLocation COLLEGE PARK, United StatesPosted 1 Sept 2025Deadline 31 Aug 2028
NSFUS FederalResearch GrantScience FoundationMD
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This research project seeks to develop a rigorous theoretical foundation for amortized inference, a recent and impactful paradigmatic development in machine learning, statistics, and simulation. Amortization enables efficient, real-time responses to statistical queries by learning a model-dependent mapping from data to distributions, avoiding the…

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Collaborative Research: Learning to learn with rigor: foundations of amortized inference — University of Maryland, Colle | Dev Procure