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cs.IT2022
Secure Coding via Gaussian Random Fields
Ali Bereyhi, Bruno Loureiro, Florent Krzakala +2
Inverse probability problems whose generative models are given by strictly nonlinear Gaussian random fields show the all-or-nothing behavior: There exists a critical rate at which…
cs.IT2022
Bayesian Inference with Nonlinear Generative Models: Comments on Secure Learning
Ali Bereyhi, Bruno Loureiro, Florent Krzakala +2
Unlike the classical linear model, nonlinear generative models have been addressed sparsely in the literature of statistical learning. This work aims to bringing attention to these…