1 code implementation • 25 May 2023 • Thomas Laurent, James H. von Brecht, Xavier Bresson
We formalize and study a phenomenon called feature collapse that makes precise the intuitive idea that entities playing a similar role in a learning task receive similar representations.
no code implementations • 29 May 2022 • Thomas Laurent, James H. von Brecht, Xavier Bresson
Our data model follows a long-tailed distribution in the sense that some rare subcategories have few representatives in the training set.
no code implementations • NeurIPS 2013 • Xavier Bresson, Thomas Laurent, David Uminsky, James H. von Brecht
Ideas from the image processing literature have recently motivated a new set of clustering algorithms that rely on the concept of total variation.