Saptarshi Roy

This paper introduces Coracle, a conformalized framework for multimodal AI that provides valid uncertainty estimates, outperforming existing methods in uncertainty estimation and calibration.

This paper introduces BayesCOOP, a Bayesian method for multimodal integration that avoids MCMC and variational approaches, showing improved performance in estimation and uncertainty assessment.