Julissa Villanueva Llerena

Predictive Uncertainty Estimation for Tractable Deep Probabilistic Models

Tractable Deep Probabilistic Models (TPMs) are generative models based on arithmetic circuits that allow for exact marginal inference in linear time. These models have obtained promising results in several machine learning tasks. Like many other models, TPMs can produce over-confident incorrect infe…