Sharp Analysis of Learning with Discrete Losses. - Alex Nowak-Vila; Francis R. Bach; Alessandro Rudi (AISTATS, 2019)

A General Theory for Structured Prediction with Smooth Convex Surrogates. - Alex Nowak-Vila; Francis R. Bach; Alessandro Rudi (CoRR, 2019)

Structured and Localized Image Restoration. - Thomas Eboli; Alex Nowak-Vila; Jian Sun 009; Francis R. Bach; Jean Ponce; Alessandro Rudi (CoRR, 2020)

Consistent Structured Prediction with Max-Min Margin Markov Networks. - Alex Nowak-Vila; Francis R. Bach; Alessandro Rudi (CoRR, 2020)

Max-Margin is Dead, Long Live Max-Margin! - Alex Nowak-Vila; Alessandro Rudi; Francis R. Bach (CoRR, 2021)

Structured prediction with theoretical guarantees. (Prediction structurée avec des garanties théoriques). - Alex Nowak-Vila (2021)

A Statistical Learning Take on the Concordance Index for Survival Analysis. - Alex Nowak-Vila; Kevin Elgui; Geneviève Robin (CoRR, 2023)