no code implementations • 3 Jul 2021 • Sara Beery, Elijah Cole, Joseph Parker, Pietro Perona, Kevin Winner
How many species live there?
no code implementations • ICML 2018 • Daniel Sheldon, Kevin Winner, Debora Sujono
We develop nested automatic differentiation (AD) algorithms for exact inference and learning in integer latent variable models.
no code implementations • ICML 2017 • Kevin Winner, Debora Sujono, Dan Sheldon
This substantially generalizes the class of models for which efficient, exact inference algorithms are available.
no code implementations • NeurIPS 2016 • Kevin Winner, Daniel R. Sheldon
We present the first exact inference algorithms for a class of models with latent count variables by developing a novel representation of countably infinite factors as probability generating functions, and then performing variable elimination with generating functions.