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Filipe Marinho Rocha

Faculdade de Cièncias da Universidade do Porto

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#artificial intelligence Preprint Sep 2026

Exactness at Inference: A Representational Criterion for Out-of-Distribution Generalization

A model generalizes outside its training distribution only when it computes a representation structurally equivalent to the generating mechanism, not an approximation fitted to it. Such equivalence is necessary for exactness in and out of distribution, and extrapolation is governed by this exactness at inference, whate...

Filipe Marinho Rocha, I. Dutra, V. Costa et al. · 0 citations