Published onAugust 3, 2026From Spread MLE to Implicit MLEIMLESpread-DivergenceMaximum-LikelihoodImplicit-ModelsWe show that IMLE can be viewed as the zero-noise hard-assignment limit of a finite-sample approximation to spread maximum likelihood.