Graphical Models

Exact Inference Optimization in Discrete Graphical Models

AI technologies are rapidly being adopted across sectors such as healthcare, finance, and manufacturing, delivering economic value through improved efficiency and automation. Much …

avatar
Martin Roa Villescas

Probabilistic inference in the era of tensor networks and differential programming

Probabilistic inference is a fundamental task in modern machine learning. Recent advances in tensor network (TN) contraction algorithms have enabled the development of better exact …

avatar
Martin Roa Villescas