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Phase Transitions in Mismatched Bayesian Inference for the Ising Model

Sun, Xinyu et al.
arXiv (All) · Papers
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disordered-systems-and-neural-networksstatistical-mechanics
Bayesian inference with a mismatched model can develop an overconfident phase, characterized by posterior agreement without faithful reconstruction of the true state. We study Bayesian inference from noisy bond measurements of an Ising model in its paramagnetic phase, with true inverse temperature $
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