Mutual information and task-relevant latent dimensionality

Paarth Gulati, Eslam Abdelaleem, Audrey Sederberg +1

Estimating the dimensionality of the latent representation needed for prediction -- the task-relevant dimension -- is a difficult, largely unsolved problem with broad scientific ap…