All-or-nothing conjecture for higher-order Gaussian fields
All-or-nothing conjecture for higher-order Gaussian fields
Consider a higher-order Gaussian generative field of order , with load , channel capacity , overlap , and information rate . There exists an order such that, for , higher-order Gaussian-field conjecture.
and
This predicts an all-or-nothing transition at Shannon's channel-capacity threshold: perfect inference below the critical load and zero overlap above it. The source motivates the claim using heuristic comparisons and numerical validation, but does not provide a proof.
Sources & referencesView supporting material
Primary source
Ali Bereyhi, Bruno Loureiro, Florent Krzakala, Ralf R. Müller and Hermann Schulz-Baldes, “Bayesian Inference with Nonlinear Generative Models: Comments on Secure Learning”, arXiv:2201.09986 (2022).
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