Gumbel-Softmax Selective Networks

no code implementations • 19 Nov 2022 • Mahmoud Salem, Mohamed Osama Ahmed, Frederick Tung, Gabriel Oliveira

This commonly encountered operational context calls for principled techniques for training ML models with the option to abstain from predicting when uncertain.

Bounding generalization error with input compression: An empirical study with infinite-width networks

no code implementations • 19 Jul 2022 • Angus Galloway, Anna Golubeva, Mahmoud Salem, Mihai Nica, Yani Ioannou, Graham W. Taylor

Estimating the Generalization Error (GE) of Deep Neural Networks (DNNs) is an important task that often relies on availability of held-out data.