Centroid Networks for Few-Shot Clustering and Unsupervised Few-Shot Classification
Gabriel Huang, Hugo Larochelle, Simon Lacoste-Julien
[arxiv] [code] [shortscience]

Generative Modeling

Parametric Adversarial Divergences are Good Task Losses for Generative Modeling
Gabriel Huang, Hugo Berard, Ahmed Touati, Gauthier Gidel, Pascal Vincent, Simon Lacoste-Julien.
Accepted as ICML’17 Workshop on Principled Approaches to Deep Learning.
Accepted as ICLR’18 Workshop.
Accepted at Montreal AI Symposium 2018. (MAIS18)
[arxiv] [poster] [openreview]

Scattering Networks for Hybrid Representation Learning
Edouard Oyallon, Sergey Zagoruyko, Gabriel Huang, Nikos Komodakis, Simon Lacoste-Julien, Matthew Blaschko, Eugene Belilovsky.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2018


Negative Momentum for Improved Game Dynamics
Gauthier Gidel, Reyhane Askari Hemmat, Mohammad Pezeshki, Gabriel Huang, Rémi Lepriol, Simon Lacoste-Julien, Ioannis Mitliagkas.
International Conference on Artificial Intelligence and Statistics (AISTATS) 2018