The PalEON project uses Bayesian data assimilation to integrate paleoecological data into terrestrial ecosystem models (paleonproject.org). This special session provides an open forum to discuss the current activities, challenges, and opportunities in the PalEON project and to engage the broader community working across paleoecology, statistics, and modeling disciplines at regional scales.