7 citations · 7 across the 2 of their papers we have counts for
3 papers
What classifiers know what they don't?
Mohamed Ishmael Belghazi, David Lopez-Paz
Being uncertain when facing the unknown is key to intelligent decision making. However, machine learning algorithms lack reliable estimates about their predictive uncertainty. This…
Learning about an exponential amount of conditional distributions
Mohamed Ishmael Belghazi, Maxime Oquab, Yann LeCun +1
We introduce the Neural Conditioner (NC), a self-supervised machine able to learn about all the conditional distributions of a random vector . The NC is a function $NC(x \cdot a…
Hierarchical Adversarially Learned Inference
Mohamed Ishmael Belghazi, Sai Rajeswar, Olivier Mastropietro +3
We propose a novel hierarchical generative model with a simple Markovian structure and a corresponding inference model. Both the generative and inference model are trained using th…