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Amortized Bayesian Experimental Design with In-Context Knowledge Conditioning
IMBUE enables amortized Bayesian experimental design to incorporate external deployment knowledge via in-context tokens and a reliability filter, accelerating early information gain with reliable inputs while maintaining baseline performance otherwise.
Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026
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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5