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Category-Native Solomonoff Approximation: From Algorithmic Geometry to Kernels, Operators, and Induction

Solomonoff induction mixes all computable explanations with description-length weights, but it is incomputable. This theory-and-position paper argues that practical approximation must be category-native: one should first declare the mathematical category in which a computable sha...