A reproducible pedagogical comparison showing pseudo-likelihood inference matches or beats mean-field inversion across phase-transitioning Ising, Potts, and Blume-Capel models.
Li({Ji∂i, hi}) + λJ X j̸=i |Jij| + λhhi # , {J inf ij , hinf i }ℓ2 j∈∂i = argmax {Ji∂i ,hi}
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Learning and Testing Inverse Statistical Problems For Interacting Systems Undergoing Phase Transition
A reproducible pedagogical comparison showing pseudo-likelihood inference matches or beats mean-field inversion across phase-transitioning Ising, Potts, and Blume-Capel models.