Unlock: Tabular Foundation Models as Bayesian Inference Engines

Prior-data fitted networks learn a task-prior posterior-predictive map for in-context use. TabPFN is the deployed family; Bayesian exactness, calibration, scale, and licensing are checkpoint-specific, and FormalSLT coverage is open.