A typed accounting separates record correlation from operational capital value in finite learning devices, with separation, capitalization-efficiency, and value-retention theorems.
HenceE[W ext] of ev- eryP∈Prot b(Aτ−M,p) is a functional of the non-M marginals alone, and the blind branch does not depend on the coupling structureπ M
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Thermodynamics of Learning: A Typed Four-Component Accounting of Memory, Fit, and Value
A typed accounting separates record correlation from operational capital value in finite learning devices, with separation, capitalization-efficiency, and value-retention theorems.