Pre-trained Tabular Foundation Models as Versatile Summary Networks for Neural Posterior Estimation

Elliot Pickens, Chiraag Gohel, Sidharth Satya

In this work, we study TabPFN as a training-free, modular summary network for simulation-based Bayesian inference (SBI). Tabular foundation models such as TabPFN are pretrained on…