Stochastic Deep Learning: A Probabilistic Framework for Modeling Uncertainty in Structured Temporal Data

James Rice

I propose a novel framework that integrates stochastic differential equations (SDEs) with deep generative models to improve uncertainty quantification in machine learning applicati…