2024
Neural Conditional Probability for Uncertainty Quantification
Vladimir R Kostic, gregoire pacreau, Giacomo Turri, Pietro Novelli, Karim Lounici, Massimiliano Pontil
NeurIPS 2024poster
We introduce Neural Conditional Probability (NCP), an operator-theoretic approach to learning conditional distributions with a focus on statistical inference tasks. NCP can be used to build conditional confidence regions and extract key statistics such as conditional quantiles, mean, and covarianc…