| 2025 | CVPR | MEGA: Masked Generative Autoencoder for Human Mesh Recovery. | Gunol Fiche, Simon Leglaive, Xavier Alameda-Pineda, Francesc Moreno-Noguer |
| 2025 | ICASSP | AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder. | Samir Sadok, Simon Leglaive, Laurent Girin, Gal Richard, Xavier Alameda-Pineda |
| 2024 | ECCV | VQ-HPS: Human Pose and Shape Estimation in a Vector-Quantized Latent Space. | Gunol Fiche, Simon Leglaive, Xavier Alameda-Pineda, Antonio Agudo, Francesc Moreno-Noguer |
| 2024 | ICASSP | Towards Improving Speech Emotion Recognition Using Synthetic Data Augmentation from Emotion Conversion. | Karim M. Ibrahim, Antony Perzo, Simon Leglaive |
| 2023 | ICASSP | Speech Modeling with a Hierarchical Transformer Dynamical VAE. | Xiaoyu Lin, Xiaoyu Bie, Simon Leglaive, Laurent Girin, Xavier Alameda-Pineda |
| 2023 | ICASSP | A Vector Quantized Masked Autoencoder for Speech Emotion Recognition. | Samir Sadok, Simon Leglaive, Renaud Sguier |
| 2023 | Interspeech | Unsupervised speech enhancement with deep dynamical generative speech and noise models. | Xiaoyu Lin, Simon Leglaive, Laurent Girin, Xavier Alameda-Pineda |
| 2023 | MIG | Motion-DVAE: Unsupervised learning for fast human motion denoising. | Gunol Fiche, Simon Leglaive, Xavier Alameda-Pineda, Renaud Sguier |
| 2023 | MIG | SwimXYZ: A large-scale dataset of synthetic swimming motions and videos. | Gunol Fiche, Vincent Sevestre, Camila Gonzalez-Barral, Simon Leglaive, Renaud Sguier |
| 2021 | Interspeech | A Benchmark of Dynamical Variational Autoencoders Applied to Speech Spectrogram Modeling. | Xiaoyu Bie, Laurent Girin, Simon Leglaive, Thomas Hueber, Xavier Alameda-Pineda |
| 2020 | ICASSP | A Recurrent Variational Autoencoder for Speech Enhancement. | Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin, Radu Horaud |
| 2019 | ICASSP | Semi-supervised Multichannel Speech Enhancement with Variational Autoencoders and Non-negative Matrix Factorization. | Simon Leglaive, Laurent Girin, Radu Horaud |
| 2019 | ICASSP | Speech Enhancement with Variational Autoencoders and Alpha-stable Distributions. | Simon Leglaive, Umut Simsekli, Antoine Liutkus, Laurent Girin, Radu Horaud |
| 2018 | ICASSP | Alpha-Stable Low-Rank Plus Residual Decomposition for Speech Enhancement. | Umut Simsekli, Halil Erdogan, Simon Leglaive, Antoine Liutkus, Roland Badeau, Gal Richard |
| 2017 | ICASSP | Multichannel audio source separation: Variational inference of time-frequency sources from time-domain observations. | Simon Leglaive, Roland Badeau, Gal Richard |
| 2017 | ICASSP | Alpha-stable multichannel audio source separation. | Simon Leglaive, Umut Simsekli, Antoine Liutkus, Roland Badeau, Gal Richard |
| 2015 | ICASSP | Singing voice detection with deep recurrent neural networks. | Simon Leglaive, Romain Hennequin, Roland Badeau |