| 2023 | ICML | FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels. | Guillaume Staerman, Cdric Allain, Alexandre Gramfort, Thomas Moreau |
| 2022 | ICLR | DriPP: Driven Point Processes to Model Stimuli Induced Patterns in M/EEG Signals. | Cdric Allain, Alexandre Gramfort, Thomas Moreau |
| 2022 | ICLR | CADDA: Class-wise Automatic Differentiable Data Augmentation for EEG Signals. | Cdric Rommel, Thomas Moreau, Joseph Paillard, Alexandre Gramfort |
| 2022 | UAI | The optimal noise in noise-contrastive learning is not what you think. | Omar Chehab, Alexandre Gramfort, Aapo Hyvrinen |
| 2021 | EMNLP | Model-based analysis of brain activity reveals the hierarchy of language in 305 subjects. | Charlotte Caucheteux, Alexandre Gramfort, Jean-Remi King |
| 2021 | ICML | Disentangling syntax and semantics in the brain with deep networks. | Charlotte Caucheteux, Alexandre Gramfort, Jean-Remi King |
| 2020 | AISTATS | Spatio-temporal alignments: Optimal transport through space and time. | Hicham Janati, Marco Cuturi, Alexandre Gramfort |
| 2020 | AISTATS | Support recovery and sup-norm convergence rates for sparse pivotal estimation. | Mathurin Massias, Quentin Bertrand, Alexandre Gramfort, Joseph Salmon |
| 2020 | ICML | Implicit differentiation of Lasso-type models for hyperparameter optimization. | Quentin Bertrand, Quentin Klopfenstein, Mathieu Blondel, Samuel Vaiter, Alexandre Gramfort, Joseph Salmon |
| 2020 | ICML | Debiased Sinkhorn barycenters. | Hicham Janati, Marco Cuturi, Alexandre Gramfort |
| 2019 | AISTATS | Stochastic algorithms with descent guarantees for ICA. | Pierre Ablin, Alexandre Gramfort, Jean-Franois Cardoso, Francis R. Bach |
| 2019 | AISTATS | Wasserstein regularization for sparse multi-task regression. | Hicham Janati, Marco Cuturi, Alexandre Gramfort |
| 2019 | ESANN | Beyond Pham's algorithm for joint diagonalization. | Pierre Ablin, Jean-Franois Cardoso, Alexandre Gramfort |
| 2019 | ICASSP | A Quasi-Newton Algorithm on the Orthogonal Manifold for NMF with Transform Learning. | Pierre Ablin, Dylan Fagot, Herwig Wendt, Alexandre Gramfort, Cdric Fvotte |
| 2018 | AISTATS | Generalized Concomitant Multi-Task Lasso for Sparse Multimodal Regression. | Mathurin Massias, Olivier Fercoq, Alexandre Gramfort, Joseph Salmon |
| 2018 | ICASSP | Faster ICA Under Orthogonal Constraint. | Pierre Ablin, Jean-Franois Cardoso, Alexandre Gramfort |
| 2018 | ICASSP | An Ensemble Learning Approach to Detect Epileptic Seizures from Long Intracranial EEG Recordings. | Jean-Baptiste Schiratti, Jean-Eudes Le Douget, Michel Le Van Quyen, Slim Essid, Alexandre Gramfort |
| 2018 | ICASSP | Driver Estimation in Non-Linear Autoregressive Models. | Tom Dupr la Tour, Yves Grenier, Alexandre Gramfort |
| 2018 | ICML | Celer: a Fast Solver for the Lasso with Dual Extrapolation. | Mathurin Massias, Joseph Salmon, Alexandre Gramfort |
| 2017 | AISTATS | Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere. | Albert Thomas, Stphan Clmenon, Alexandre Gramfort, Anne Sabourin |
| 2017 | ICASSP | Parametric estimation of spectrum driven by an exogenous signal. | Tom Dupr la Tour, Yves Grenier, Alexandre Gramfort |
| 2015 | DSAA | Calibration of One-Class SVM for MV set estimation. | Albert Thomas, Vincent Feuillard, Alexandre Gramfort |
| 2015 | ICML | Mind the duality gap: safer rules for the Lasso. | Olivier Fercoq, Alexandre Gramfort, Joseph Salmon |
| 2013 | ICASSP | Non-negative matrix factorization for single-channel EEG artifact rejection. | Ccilia Damon, Antoine Liutkus, Alexandre Gramfort, Slim Essid |
| 2012 | ICML | Small-sample brain mapping: sparse recovery on spatially correlated designs with randomization and clustering. | Gal Varoquaux, Alexandre Gramfort, Bertrand Thirion |
| 2012 | MICCAI | Sparse DSI: Learning DSI Structure for Denoising and Fast Imaging. | Alexandre Gramfort, Cyril Poupon, Maxime Descoteaux |
| 2012 | MICCAI | Learning to Rank from Medical Imaging Data. | Fabian Pedregosa, Elodie Cauvet, Gal Varoquaux, Christophe Pallier, Bertrand Thirion, Alexandre Gramfort |