| 2020 | ICLR | Empirical Bayes Transductive Meta-Learning with Synthetic Gradients. | Shell Xu Hu, Pablo Garcia Moreno, Yang Xiao, Xi Shen, Guillaume Obozinski, Neil D. Lawrence, Andreas C. Damianou |
| 2020 | ICLR | Tensor Decompositions for Temporal Knowledge Base Completion. | Timothe Lacroix, Guillaume Obozinski, Nicolas Usunier |
| 2019 | AISTATS | Fast Algorithms for Sparse Reduced-Rank Regression. | Benjamin Dubois, Jean-Franois Delmas, Guillaume Obozinski |
| 2018 | AISTATS | SDCA-Powered Inexact Dual Augmented Lagrangian Method for Fast CRF Learning. | Xu Hu, Guillaume Obozinski |
| 2018 | ICML | Canonical Tensor Decomposition for Knowledge Base Completion. | Timothe Lacroix, Nicolas Usunier, Guillaume Obozinski |
| 2017 | AISTATS | Fast column generation for atomic norm regularization. | Marina Vinyes, Guillaume Obozinski |
| 2016 | AISTATS | Cut Pursuit: Fast Algorithms to Learn Piecewise Constant Functions. | Loc Landrieu, Guillaume Obozinski |
| 2015 | CVPR | A MRF shape prior for facade parsing with occlusions. | Mateusz Kozinski, Raghudeep Gadde, Sergey Zagoruyko, Guillaume Obozinski, Renaud Marlet |
| 2014 | ACCV | Beyond Procedural Facade Parsing: Bidirectional Alignment via Linear Programming. | Mateusz Kozinski, Guillaume Obozinski, Renaud Marlet |
| 2014 | COLING | A Markovian approach to distributional semantics with application to semantic compositionality. | Edouard Grave, Guillaume Obozinski, Francis R. Bach |
| 2014 | UAI | Continuously indexed Potts models on unoriented graphs. | Loc Landrieu, Guillaume Obozinski |
| 2013 | CoNLL | Hidden Markov tree models for semantic class induction. | Edouard Grave, Guillaume Obozinski, Francis R. Bach |
| 2013 | CVPR | Learning and Calibrating Per-Location Classifiers for Visual Place Recognition. | Petr Gront, Guillaume Obozinski, Josef Sivic, Toms Pajdla |
| 2012 | ICML | On the Equivalence between Herding and Conditional Gradient Algorithms. | Francis R. Bach, Simon Lacoste-Julien, Guillaume Obozinski |
| 2010 | ICML | Proximal Methods for Sparse Hierarchical Dictionary Learning. | Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach |
| 2009 | ICML | Group lasso with overlap and graph lasso. | Laurent Jacob, Guillaume Obozinski, Jean-Philippe Vert |