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Understanding Generalization Requires Universal Induction

Classical statistics cannot justify AI inductive biases, so universal induction relativized to preexisting information formally defines the limits of learnable prediction.

Aram Ebtekar, Marcus Hutter, Danica J. Sutherland

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 6 of 20 reviewers recommend it
lenient 3/5
medium 3/10
strict 0/5