3 code implementations • 11 Sep 2022 • Samuel K. Ainsworth, Jonathan Hayase, Siddhartha Srinivasa
The success of deep learning is due in large part to our ability to solve certain massive non-convex optimization problems with relative ease.
no code implementations • ICML 2018 • Samuel K. Ainsworth, Nicholas J. Foti, Adrian K. C. Lee, Emily B. Fox
Deep generative models have recently yielded encouraging results in producing subjectively realistic samples of complex data.
no code implementations • 24 Jun 2018 • Samuel K. Ainsworth, Nicholas J. Foti, Emily B. Fox
Many problems in machine learning and related application areas are fundamentally variants of conditional modeling and sampling across multi-aspect data, either multi-view, multi-modal, or simply multi-group.