Probing Perceptual Priors of MLLMs via Gibbs Sampling with Interpretable Generative Controls

Manuel Cherep, Pattie Maes, Nikhil Singh

A model's behavior on a task is jointly determined by the input it receives and the prior it brings in, i.e. the distribution over stimuli it implicitly expects. Interpretability r…