Understanding Generalization Requires Universal Induction
Solomonoff induction is relativized to an information vantage point, biasing toward short programs with access to all preexisting information, which reframes the inductive bias: instead of seeking some absolute notion of simplicity, it favor accessibility with respect to the authors' vantage point.
Aram Ebtekar, Marcus Hutter, D. Sutherland
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