Parcollet, Titouan
- Flower: A Friendly Federated Learning Research Framework
2020/07/28 by Daniel J. Beutel, Taner Topal, Beutel, Daniel J. +19 · 1 voice · 84 citations
Computer Science · Mathematics · #Internet Traffic Analysis and Secure E-voting #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #cs.CV #cs.LG #stat.ML
- SpeechBrain: A General-Purpose Speech Toolkit
2021/06/08 by Mirco Ravanelli, Ravanelli, Mirco, Titouan Parcollet +39 · 44 citations
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
- Open-Source Conversational AI with SpeechBrain 1.0
2024/06/29 by Mirco Ravanelli, Ravanelli, Mirco, Titouan Parcollet +60 · 25 citations
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #electronic engineering #information engineering
- Quaternion Recurrent Neural Networks
2018/06/12 by Titouan Parcollet, Mirco Ravanelli, Parcollet, Titouan +11 · 14 citations
Computer Science · Physics and Astronomy · #Neural Networks and Applications #Model Reduction and Neural Networks #Music and Audio Processing
- Can Federated Learning Save The Planet?
2020/10/13 by Xinchi Qiu, Titouan Parcollet, Qiu, Xinchi +9 · 4 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
2023/08/28 by Zaiem, Salah, Kemiche, Youcef, Parcollet, Titouan +2 · 6 citations
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Sound (cs.SD) #electronic engineering #information engineering
- Quaternion Convolutional Neural Networks for End-to-End Automatic Speech\n Recognition
2018/06/20 by Titouan Parcollet, Ying Zhang, Parcollet, Titouan +11 · 3 citations
Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing #Neural Networks and Applications #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
- End-to-End Speech Recognition from Federated Acoustic Models
2021/04/29 by Gao, Yan, Parcollet, Titouan, Zaiem, Salah +4 · 2 citations
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
- Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation
2020/12/08 by Noé, Paul-Gauthier, Mohammadamini, Mohammad, Matrouf, Driss +3 · 2 citations
#Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #electronic engineering #information engineering
- SummaryMixing: A Linear-Complexity Alternative to Self-Attention for Speech Recognition and Understanding
2023/07/12 by Parcollet, Titouan, van Dalen, Rogier, Zhang, Shucong +1 · 2 citations
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
- LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech
2023/09/11 by Titouan Parcollet, Ha-Thanh Nguyen, Parcollet, Titouan +41 · 2 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech Recognition and Synthesis
- Bidirectional Quaternion Long-Short Term Memory Recurrent Neural\n Networks for Speech Recognition
2018/11/06 by Titouan Parcollet, Parcollet, Titouan, Mohamed Morchid +5 · 1 citation
Computer Science · Physics and Astronomy · #Audio and Speech Processing (eess.AS) #Digital Filter Design and Implementation #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Signal Processing (eess.SP) #Sound (cs.SD) #electronic engineering #information engineering
- The PyTorch-Kaldi Speech Recognition Toolkit
2018/11/19 by Ravanelli, Mirco, Parcollet, Titouan, Bengio, Yoshua · 1 citation
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #electronic engineering #information engineering
- Quaternion Convolutional Neural Networks for Heterogeneous Image Processing
2018/10/31 by Parcollet, Titouan, Morchid, Mohamed, Linarès, Georges · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Distilling Knowledge from Ensembles of Acoustic Models for Joint CTC-Attention End-to-End Speech Recognition
2020/05/19 by Yan Gao, Gao, Yan, Titouan Parcollet +3 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
- Federated Self-supervised Speech Representations: Are We There Yet?
2022/04/06 by Gao, Yan, Fernandez-Marques, Javier, Parcollet, Titouan +2 · 1 citation
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
- Open Implementation and Study of BEST-RQ for Speech Processing
2024/05/07 by Whetten, Ryan, Parcollet, Titouan, Dinarelli, Marco +1 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition
2023/05/29 by Mai, Florian, Zuluaga-Gomez, Juan, Parcollet, Titouan +1 · 1 citation
#Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #electronic engineering #information engineering
- Linear-Complexity Self-Supervised Learning for Speech Processing
2024/07/18 by Shucong Zhang, Titouan Parcollet, Zhang, Shucong +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Neural Networks and Applications #Speech Recognition and Synthesis #electronic engineering #information engineering
- Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations
2024/06/30 by Zaiem, Salah, Parcollet, Titouan, Essid, Slim · 1 citation
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
- End-to-end model for named entity recognition from speech without paired training data
2022/04/02 by Salima Mdhaffar, Jarod Duret, Mdhaffar, Salima +5 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #Topic Modeling #electronic engineering #information engineering
- Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use
2025/05/27 by Parcollet, Titouan, Tseng, Yuan, Zhang, Shucong +1 · 2 citations
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Sound (cs.SD) #electronic engineering #information engineering
- Evaluation of LLMs in Speech is Often Flawed: Test Set Contamination in Large Language Models for Speech Recognition
2025/05/28 by Yuan Tseng, Tseng, Yuan, Titouan Parcollet +7 · 2 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Authorship Attribution and Profiling #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Speech Recognition and Synthesis #Topic Modeling #electronic engineering #information engineering
- Towards Early Prediction of Self-Supervised Speech Model Performance
2025/01/10 by Whetten, Ryan, Maison, Lucas, Parcollet, Titouan +2 · 1 citation
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
- Benchmarking Rotary Position Embeddings for Automatic Speech Recognition
2025/01/10 by Shucong Zhang, Titouan Parcollet, Zhang, Shucong +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering