Parameter Learning for Log-supermodular Distributions. - Tatiana Shpakova; Francis R. Bach (NIPS, 2016)

Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models. - Tatiana Shpakova; Francis R. Bach; Anton Osokin (UAI, 2018)

Hyper-parameter Learning for Sparse Structured Probabilistic Models. - Tatiana Shpakova; Francis R. Bach; Mike E. Davies 001 (ICASSP, 2019)

On Parameter Learning for Perturb-and-MAP Models. (Sur l'apprentissage des paramètres pour les modèles Perturb-and-MAP). - Tatiana Shpakova (2019)

Probabilistic personalised cascade with abstention. - Tatiana Shpakova; Nataliya Sokolovska (Pattern Recognit. Lett., 2021)