1 code implementation • 19 Jul 2021 • Jacob Kelly, Richard Zemel, Will Grathwohl
We find our models are capable of both accurate, calibrated predictions and high-quality conditional synthesis of novel attribute combinations.
no code implementations • ICLR Workshop EBM 2021 • Jacob Kelly, Will Sussman Grathwohl
We propose energy-based models of the joint distribution of data and supervision.
1 code implementation • ICLR 2021 • Will Grathwohl, Jacob Kelly, Milad Hashemi, Mohammad Norouzi, Kevin Swersky, David Duvenaud
Energy-Based Models (EBMs) present a flexible and appealing way to represent uncertainty.
1 code implementation • NeurIPS 2020 • Jacob Kelly, Jesse Bettencourt, Matthew James Johnson, David Duvenaud
Differential equations parameterized by neural networks become expensive to solve numerically as training progresses.