Residual Tokens Enhance Masked Autoencoders for Speech Modeling.

Samir Sadok

Samir Sadok Stéphane Lathuilière Xavier Alameda-Pineda Residual Tokens Enhance Masked Autoencoders for Speech Modeling. 2026 January abs/2601.19399 CoRR https://doi.org/10.48550/arXiv.2601.19399 db/journals/corr/corr2601.html#abs-2601-19399 streams/journals/corr

Samir Sadok Laurent Girin Xavier Alameda-Pineda The Equalizer: Introducing Shape-Gain Decomposition in Neural Audio Codecs. 2026 February abs/2602.15491 CoRR https://doi.org/10.48550/arXiv.2602.15491 db/journals/corr/corr2602.html#abs-2602-15491 streams/journals/corr

Pedro Corrêa Olivier Perrotin Samir Sadok Paula D. P. Costa Thomas Hueber From Tokens to Faces: Investigating Discrete Speech Representations for 3D Facial Animation. 2026 June abs/2606.13630 CoRR https://doi.org/10.48550/arXiv.2606.13630 db/journals/corr/corr2606.html#abs-2606-13630 streams/journals/corr

Amdjed Belaref Samir Sadok Zineb Noumir Renaud Séguier Data-Driven Decoding of Russell's Circumplex Model of Affect. 2026 June abs/2606.16843 CoRR https://doi.org/10.48550/arXiv.2606.16843 db/journals/corr/corr2606.html#abs-2606-16843 streams/journals/corr

Artem Ploujnikov Francesco Verdini Samir Sadok Mirco Ravanelli HybridCodec: Modeling Discrete and Continuous Representations for Efficient Speech Language Models. 2026 June abs/2606.27627 CoRR https://doi.org/10.48550/arXiv.2606.27627 db/journals/corr/corr2606.html#abs-2606-27627 streams/journals/corr

Samir Sadok Xavier Alameda-Pineda InsideSSL: Understanding Self-Supervised Speech Representations using a Model-Centric Perspective. 2026 July abs/2607.06392 CoRR https://doi.org/10.48550/arXiv.2607.06392 db/journals/corr/corr2607.html#abs-2607-06392 streams/journals/corr

Samir Sadok Simon Leglaive Renaud Séguier A vector quantized masked autoencoder for audiovisual speech emotion recognition. 104362 2025 257 Comput. Vis. Image Underst. https://doi.org/10.1016/j.cviu.2025.104362 db/journals/cviu/cviu257.html#SadokLS25 streams/journals/cviu

Samir Sadok Simon Leglaive Laurent Girin Gaël Richard Xavier Alameda-Pineda AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10887856 conf/icassp/2025 db/conf/icassp/icassp2025.html#SadokLGRA25 Samir Sadok Julien Hauret Éric Bavu Bringing Interpretability to Neural Audio Codecs. 2025 INTERSPEECH https://doi.org/10.21437/Interspeech.2025-115 conf/interspeech/2025 db/conf/interspeech/interspeech2025.html#SadokHB25

Samir Sadok Simon Leglaive Laurent Girin Gaël Richard Xavier Alameda-Pineda AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder. 2025 January abs/2501.05332 CoRR https://doi.org/10.48550/arXiv.2501.05332 db/journals/corr/corr2501.html#abs-2501-05332 streams/journals/corr

Samir Sadok Audiovisual speech representation learning applied to emotion recognition. (Apprentissage de représentation de la parole audiovisuelle pour la reconnaissance des émotions). 2024 CentraleSupélec, Châtenay-Malabry, France https://tel.archives-ouvertes.fr/tel-04617104

Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier A multimodal dynamical variational autoencoder for audiovisual speech representation learning. 106120 2024 172 Neural Networks https://doi.org/10.1016/j.neunet.2024.106120 db/journals/nn/nn172.html#SadokLGAS24

Amdjed Belaref Samir Sadok Karim M. Ibrahim Zineb Noumir Renaud Séguier Can AI Decode the Circumplex Model of Affect? A Data-driven Study. 97-108 2024 ICPR (Workshops and Challenges, 1) https://doi.org/10.1007/978-3-031-87657-8_7 conf/icpr/2024-w1 db/conf/icpr/icpr2024-w1.html#BelarefSINS24 streams/conf/icpr

Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier Learning and controlling the source-filter representation of speech with a variational autoencoder. 53-65 2023 March 148 Speech Commun. https://doi.org/10.1016/j.specom.2023.02.005 db/journals/speech/speech148.html#SadokLGAS23

Samir Sadok Simon Leglaive Renaud Séguier A Vector Quantized Masked Autoencoder for Speech Emotion Recognition. 1-5 2023 ICASSP Workshops https://doi.org/10.1109/ICASSPW59220.2023.10193151 conf/icassp/2023w db/conf/icassp/icassp2023w.html#SadokLS23

Samir Sadok Simon Leglaive Renaud Séguier A vector quantized masked autoencoder for speech emotion recognition. 2023 abs/2304.11117 CoRR https://doi.org/10.48550/arXiv.2304.11117 db/journals/corr/corr2304.html#abs-2304-11117

Samir Sadok Simon Leglaive Renaud Séguier A vector quantized masked autoencoder for audiovisual speech emotion recognition. 2023 abs/2305.03568 CoRR https://doi.org/10.48550/arXiv.2305.03568 db/journals/corr/corr2305.html#abs-2305-03568

Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier A Multimodal Dynamical Variational Autoencoder for Audiovisual Speech Representation Learning. 2023 abs/2305.03582 CoRR https://doi.org/10.48550/arXiv.2305.03582 db/journals/corr/corr2305.html#abs-2305-03582

Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier Learning and controlling the source-filter representation of speech with a variational autoencoder. 2022 abs/2204.07075 CoRR https://doi.org/10.48550/arXiv.2204.07075 db/journals/corr/corr2204.html#abs-2204-07075

Xavier Alameda-Pineda Eric BavuÉric Bavu Amdjed Belaref Pedro Corrêa Paula Dornhofer Paro CostaPaula D. P. Costa Laurent Girin Julien Hauret Thomas Hueber Karim M. Ibrahim Stéphane Lathuilière Simon Leglaive Zineb Noumir Olivier Perrotin Artem Ploujnikov Mirco Ravanelli Gaël Richard Renaud Séguier Francesco Verdini