Titouan Parcollet

Publication Activity (10 Years)

Years Active: 2016-2025
Publications (10 Years): 88

Top Topics

Spoken Language

Speech Recognition

Top Venues

Publications

Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Speech self-supervised representations benchmarking: A case for larger probing heads. Comput. Speech Lang. 89 (2025)
Salah Zaiem, Titouan Parcollet, Slim Essid
Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations. CoRR (2024)
Shucong Zhang, Titouan Parcollet, Rogier van Dalen, Sourav Bhattacharya
Linear-Complexity Self-Supervised Learning for Speech Processing. CoRR (2024)
Ryan Whetten, Titouan Parcollet, Marco Dinarelli, Yannick Estève
Open Implementation and Study of BEST-RQ for Speech Processing. CoRR (2024)
Titouan Parcollet, Ha Nguyen, Solène Evain, Marcely Zanon Boito, Adrien Pupier, Salima Mdhaffar, Hang Le, Sina Alisamir, Natalia A. Tomashenko, Marco Dinarelli, Shucong Zhang, Alexandre Allauzen, Maximin Coavoux, Yannick Estève, Mickael Rouvier, Jérôme Goulian, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier
LeBenchmark 2.0: A standardized, replicable and enhanced framework for self-supervised representations of French speech. Comput. Speech Lang. 86 (2024)
Mirco Ravanelli, Titouan Parcollet, Adel Moumen, Sylvain de Langen, Cem Subakan, Peter Plantinga, Yingzhi Wang, Pooneh Mousavi, Luca Della Libera, Artem Ploujnikov, Francesco Paissan, Davide Borra, Salah Zaiem, Zeyu Zhao, Shucong Zhang, Georgios Karakasidis, Sung-Lin Yeh, Pierre Champion, Aku Rouhe, Rudolf Braun, Florian Mai, Juan Zuluaga-Gomez, Seyed Mahed Mousavi, Andreas Nautsch, Xuechen Liu, Sangeet Sagar, Jarod Duret, Salima Mdhaffar, Gaëlle Laperrière, Mickael Rouvier, Renato De Mori, Yannick Estève
Open-Source Conversational AI with SpeechBrain 1.0. CoRR (2024)
Jarod Duret, Yannick Estève, Titouan Parcollet
Analyzing Speech Unit Selection for Textless Speech-to-Speech Translation. CoRR (2024)
Shucong Zhang, Malcolm Chadwick, Alberto Gil C. P. Ramos, Titouan Parcollet, Rogier C. van Dalen, Sourav Bhattacharya
Real-Time Personalised Speech Enhancement Transformers with Dynamic Cross-attended Speaker Representations. INTERSPEECH (2023)
Florian Mai, Juan Zuluaga-Gomez, Titouan Parcollet, Petr Motlícek
HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition. INTERSPEECH (2023)
Jarod Duret, Titouan Parcollet, Yannick Estève
Learning Multilingual Expressive Speech Representation for Prosody Prediction without Parallel Data. CoRR (2023)
Jarod Duret, Yannick Estève, Titouan Parcollet
Learning Multilingual Expressive Speech Representation for Prosody Prediction without Parallel Data. SSW (2023)
Titouan Parcollet, Rogier van Dalen, Shucong Zhang, Sourav Bhattacharya
Sumformer: A Linear-Complexity Alternative to Self-Attention for Speech Recognition. CoRR (2023)
Jarod Duret, Benjamin O'Brien, Yannick Estève, Titouan Parcollet
Enhancing Expressivity Transfer in Textless Speech-to-Speech Translation. ASRU (2023)
Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads. CoRR (2023)
Salah Zaiem, Robin Algayres, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Fine-Tuning Strategies for Faster Inference Using Speech Self-Supervised Models: A Comparative Study. ICASSP Workshops (2023)
Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Speech Self-Supervised Representation Benchmarking: Are We Doing it Right? INTERSPEECH (2023)
Titouan Parcollet, Shucong Zhang, Rogier C. van Dalen, Alberto Gil C. P. Ramos, Sourav Bhattacharya
On the (In)Efficiency of Acoustic Feature Extractors for Self-Supervised Speech Representation Learning. INTERSPEECH (2023)
Salah Zaiem, Robin Algayres, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study. CoRR (2023)
Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli
Speech Self-Supervised Representation Benchmarking: Are We Doing it Right? CoRR (2023)
Adel Moumen, Titouan Parcollet
Stabilising and accelerating light gated recurrent units for automatic speech recognition. CoRR (2023)
Xinchi Qiu, Titouan Parcollet, Javier Fernández-Marqués, Pedro P. B. de Gusmao, Yan Gao, Daniel J. Beutel, Taner Topal, Akhil Mathur, Nicholas D. Lane
A First Look into the Carbon Footprint of Federated Learning. J. Mach. Learn. Res. 24 (2023)
Adel Moumen, Titouan Parcollet
Stabilising and Accelerating Light Gated Recurrent Units for Automatic Speech Recognition. ICASSP (2023)
Jarod Duret, Benjamin O'Brien, Yannick Estève, Titouan Parcollet
Enhancing expressivity transfer in textless speech-to-speech translation. CoRR (2023)
Florian Mai, Juan Zuluaga-Gomez, Titouan Parcollet, Petr Motlícek
HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition. CoRR (2023)
Titouan Parcollet, Ha Nguyen, Solène Evain, Marcely Zanon Boito, Adrien Pupier, Salima Mdhaffar, Hang Le, Sina Alisamir, Natalia A. Tomashenko, Marco Dinarelli, Shucong Zhang, Alexandre Allauzen, Maximin Coavoux, Yannick Estève, Mickael Rouvier, Jérôme Goulian, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech. CoRR (2023)
Salah Zaiem, Titouan Parcollet, Slim Essid
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations. INTERSPEECH (2023)
Salah Zaiem, Titouan Parcollet, Slim Essid
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations. CoRR (2023)
Yan Gao, Titouan Parcollet, Salah Zaiem, Javier Fernández-Marqués, Pedro P. B. de Gusmao, Daniel J. Beutel, Nicholas D. Lane
End-to-End Speech Recognition from Federated Acoustic Models. ICASSP (2022)
Yan Gaol, Javier Fernández-Marqués, Titouan Parcollet, Pedro P. B. de Gusmao, Nicholas D. Lane
Match to Win: Analysing Sequences Lengths for Efficient Self-Supervised Learning in Speech and Audio. SLT (2022)
Yan Gao, Javier Fernández-Marqués, Titouan Parcollet, Abhinav Mehrotra, Nicholas D. Lane
Federated Self-supervised Speech Representations: Are We There Yet? INTERSPEECH (2022)
Salima Mdhaffar, Jarod Duret, Titouan Parcollet, Yannick Estève
End-to-end model for named entity recognition from speech without paired training data. CoRR (2022)
Xinchi Qiu, Javier Fernández-Marqués, Pedro Porto Buarque de Gusmão, Yan Gao, Titouan Parcollet, Nicholas Donald Lane
ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity. CoRR (2022)
Xinchi Qiu, Javier Fernández-Marqués, Pedro P. B. Gusmao, Yan Gao, Titouan Parcollet, Nicholas Donald Lane
ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity. ICLR (2022)
Yan Gao, Javier Fernández-Marqués, Titouan Parcollet, Abhinav Mehrotra, Nicholas D. Lane
Federated Self-supervised Speech Representations: Are We There Yet? CoRR (2022)
Salima Mdhaffar, Jarod Duret, Titouan Parcollet, Yannick Estève
End-to-end model for named entity recognition from speech without paired training data. INTERSPEECH (2022)
Salah Zaiem, Titouan Parcollet, Slim Essid, Abdelwahab Heba
Pretext Tasks Selection for Multitask Self-Supervised Audio Representation Learning. IEEE J. Sel. Top. Signal Process. 16 (6) (2022)
Yan Gao, Javier Fernández-Marqués, Titouan Parcollet, Pedro P. B. de Gusmao, Nicholas D. Lane
Match to Win: Analysing Sequences Lengths for Efficient Self-supervised Learning in Speech and Audio. CoRR (2022)
Salah Zaiem, Titouan Parcollet, Slim Essid
Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning. CoRR (2022)
Salah Zaiem, Titouan Parcollet, Slim Essid
Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning. INTERSPEECH (2022)
Solène Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia A. Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier
Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark. NeurIPS Datasets and Benchmarks (2021)
Yan Gao, Titouan Parcollet, Javier Fernández-Marqués, Pedro P. B. de Gusmao, Daniel J. Beutel, Nicholas D. Lane
End-to-End Speech Recognition from Federated Acoustic Models. CoRR (2021)
Salah Zaiem, Titouan Parcollet, Slim Essid
Conditional Independence for Pretext Task Selection in Self-Supervised Speech Representation Learning. Interspeech (2021)
Solène Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia A. Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech. CoRR (2021)
Salah Zaiem, Titouan Parcollet, Slim Essid
Conditional independence for pretext task selection in Self-supervised speech representation learning. CoRR (2021)
Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio
SpeechBrain: A General-Purpose Speech Toolkit. CoRR (2021)
Yan Gao, Titouan Parcollet, Nicholas D. Lane
Distilling Knowledge from Ensembles of Acoustic Models for Joint CTC-Attention End-to-End Speech Recognition. ASRU (2021)
Paul-Gauthier Noé, Mohammad MohammadAmini, Driss Matrouf, Titouan Parcollet, Andreas Nautsch, Jean-François Bonastre
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation. Interspeech (2021)
Loren Lugosch, Piyush Papreja, Mirco Ravanelli, Abdelwahab Heba, Titouan Parcollet
Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers. CoRR (2021)
Loren Lugosch, Piyush Papreja, Mirco Ravanelli, Abdelwahab Heba, Titouan Parcollet
Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers. NeurIPS Datasets and Benchmarks (2021)
Titouan Parcollet, Mirco Ravanelli
The Energy and Carbon Footprint of Training End-to-End Speech Recognizers. Interspeech (2021)
Solène Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia A. Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier
: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech. Interspeech (2021)
Xinchi Qiu, Titouan Parcollet, Javier Fernández-Marqués, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Taner Topal, Akhil Mathur, Nicholas D. Lane
A first look into the carbon footprint of federated learning. CoRR (2021)
Akhil Mathur, Daniel J. Beutel, Pedro Porto Buarque de Gusmão, Javier Fernández-Marqués, Taner Topal, Xinchi Qiu, Titouan Parcollet, Yan Gao, Nicholas D. Lane
On-device Federated Learning with Flower. CoRR (2021)
Salah Zaiem, Titouan Parcollet, Slim Essid
Pretext Tasks selection for multitask self-supervised speech representation learning. CoRR (2021)
Titouan Parcollet, Xinchi Qiu, Nicholas D. Lane
FusionRNN: Shared Neural Parameters for Multi-Channel Distant Speech Recognition. INTERSPEECH (2020)
Titouan Parcollet, Mohamed Morchid, Xavier Bost, Georges Linarès, Renato De Mori
Real to H-Space Autoencoders for Theme Identification in Telephone Conversations. IEEE ACM Trans. Audio Speech Lang. Process. 28 (2020)
Yan Gao, Titouan Parcollet, Nicholas D. Lane
Distilling Knowledge from Ensembles of Acoustic Models for Joint CTC-Attention End-to-End Speech Recognition. CoRR (2020)
Paul-Gauthier Noé, Mohammad MohammadAmini, Driss Matrouf, Titouan Parcollet, Jean-François Bonastre
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation. CoRR (2020)
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas D. Lane, Mohamed Morchid
Quaternion Neural Networks for Multi-Channel Distant Speech Recognition. INTERSPEECH (2020)
Daniel J. Beutel, Taner Topal, Akhil Mathur, Xinchi Qiu, Titouan Parcollet, Nicholas D. Lane
Flower: A Friendly Federated Learning Research Framework. CoRR (2020)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
A survey of quaternion neural networks. Artif. Intell. Rev. 53 (4) (2020)
Paul-Gauthier Noé, Titouan Parcollet, Mohamed Morchid
CGCNN: Complex Gabor Convolutional Neural Network on raw speech. CoRR (2020)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
E2E-SINCNET: Toward Fully End-To-End Speech Recognition. ICASSP (2020)
Xinchi Qiu, Titouan Parcollet, Daniel J. Beutel, Taner Topal, Akhil Mathur, Nicholas D. Lane
A first look into the carbon footprint of federated learning. CoRR (2020)
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas D. Lane, Mohamed Morchid
Quaternion Neural Networks for Multi-channel Distant Speech Recognition. CoRR (2020)
Paul-Gauthier Noé, Titouan Parcollet, Mohamed Morchid
CGCNN: Complex Gabor Convolutional Neural Network on Raw Speech. ICASSP (2020)
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori
Bidirectional Quaternion Long Short-term Memory Recurrent Neural Networks for Speech Recognition. ICASSP (2019)
Titouan Parcollet, Mohamed Morchid, Xavier Bost, Georges Linarès
M2H-GAN: A GAN-based Mapping from Machine to Human Transcripts for Speech Understanding. CoRR (2019)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing. ICASSP (2019)
Mirco Ravanelli, Titouan Parcollet, Yoshua Bengio
The Pytorch-kaldi Speech Recognition Toolkit. ICASSP (2019)
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori
Real to H-Space Encoder for Speech Recognition. INTERSPEECH (2019)
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori
Real to H-space Encoder for Speech Recognition. CoRR (2019)
Titouan Parcollet, Mohamed Morchid, Xavier Bost, Georges Linarès
M2H-GAN: A GAN-Based Mapping from Machine to Human Transcripts for Speech Understanding. INTERSPEECH (2019)
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio
Quaternion Recurrent Neural Networks. ICLR (Poster) (2019)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Réseaux de neurones convolutifs de quaternions pour l'identification de thèmes de conversations téléphoniques. CORIA (2019)
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Renato De Mori
Speech recognition with quaternion neural networks. CoRR (2018)
Mirco Ravanelli, Titouan Parcollet, Yoshua Bengio
The PyTorch-Kaldi Speech Recognition Toolkit. CoRR (2018)
Titouan Parcollet, Ying Zhang, Mohamed Morchid, Chiheb Trabelsi, Georges Linarès, Renato de Mori, Yoshua Bengio
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition. INTERSPEECH (2018)
Titouan Parcollet, Ying Zhang, Mohamed Morchid, Chiheb Trabelsi, Georges Linarès, Renato De Mori, Yoshua Bengio
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition. CoRR (2018)
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori
Bidirectional Quaternion Long-Short Term Memory Recurrent Neural Networks for Speech Recognition. CoRR (2018)
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori
Quaternion Convolutional Neural Networks For Theme Identification Of Telephone Conversations. SLT (2018)
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio
Quaternion Recurrent Neural Networks. CoRR (2018)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing. CoRR (2018)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Quaternion Denoising Encoder-Decoder for Theme Identification of Telephone Conversations. INTERSPEECH (2017)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Réseaux de neurones de quaternions pour le traitement du langage. CORIA (2017)
Titouan Parcollet, Mohamed Morchid, Georges Linarès
Deep quaternion neural networks for spoken language understanding. ASRU (2017)
Titouan Parcollet, Mohamed Morchid, Pierre-Michel Bousquet, Richard Dufour, Georges Linarès, Renato De Mori
Quaternion Neural Networks for Spoken Language Understanding. SLT (2016)
Richard Dufour, Mohamed Morchid, Titouan Parcollet
Tracking dialog states using an Author-Topic based representation. SLT (2016)