Efficient Amortized Bayesian Inference for Markov Random Fields via Gradient-Informed Grid Selection

Laura Bazahica, Alejandra Avalos-Pacheco, Matthew Moores +1

Bayesian inference for models with intractable likelihoods, such as Markov random fields, poses a fundamental computational challenge due to the tradeoff between inferential accura…