Mirco Ravanelli

ORCID

Publication Activity (10 Years)

Years Active: 2012-2025
Publications (10 Years): 98

Top Venues

University of Trento, Italy (PHD)

Education History

University of Trento, Italy

PHD

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)
Luca Della Libera, Jacopo Andreoli, Davide Dalle Pezze, Mirco Ravanelli, Gian Antonio Susto
Bayesian Deep Learning for Remaining Useful Life Estimation via Stein Variational Gradient Descent. CoRR (2024)
Seyed Mahed Mousavi, Gabriel Roccabruna, Simone Alghisi, Massimo Rizzoli, Mirco Ravanelli, Giuseppe Riccardi
Are LLMs Robust for Spoken Dialogues? CoRR (2024)
Francesco Paissan, Luca Della Libera, Mirco Ravanelli, Cem Subakan
Listenable Maps for Zero-Shot Audio Classifiers. CoRR (2024)
Dominique Beaini, Shenyang Huang, Joao Alex Cunha, Zhiyi Li, Gabriela Moisescu-Pareja, Oleksandr Dymov, Samuel Maddrell-Mander, Callum McLean, Frederik Wenkel, Luis Müller, Jama Hussein Mohamud, Ali Parviz, Michael Craig, Michal Koziarski, Jiarui Lu, Zhaocheng Zhu, Cristian Gabellini, Kerstin Klaser, Josef Dean, Cas Wognum, Maciej Sypetkowski, Guillaume Rabusseau, Reihaneh Rabbany, Jian Tang, Christopher Morris, Mirco Ravanelli, Guy Wolf, Prudencio Tossou, Hadrien Mary, Therence Bois, Andrew W. Fitzgibbon, Blazej Banaszewski, Chad Martin, Dominic Masters
Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets. ICLR (2024)
Francesco Paissan, Mirco Ravanelli, Cem Subakan
Listenable Maps for Audio Classifiers. CoRR (2024)
Luca Della Libera, Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin
Resource-Efficient Separation Transformer. ICASSP (2024)
Shubham Gupta, Mirco Ravanelli, Pascal Germain, Cem Subakan
Phoneme Discretized Saliency Maps for Explainable Detection of AI-Generated Voice. CoRR (2024)
Salima Mdhaffar, Fethi Bougares, Renato de Mori, Salah Zaiem, Mirco Ravanelli, Yannick Estève
TARIC-SLU: A Tunisian Benchmark Dataset for Spoken Language Understanding. LREC/COLING (2024)
Pooneh Mousavi, Jarod Duret, Salah Zaiem, Luca Della Libera, Artem Ploujnikov, Cem Subakan, Mirco Ravanelli
How Should We Extract Discrete Audio Tokens from Self-Supervised Models? CoRR (2024)
Pooneh Mousavi, Luca Della Libera, Jarod Duret, Artem Ploujnikov, Cem Subakan, Mirco Ravanelli
DASB - Discrete Audio and Speech Benchmark. CoRR (2024)
Luca Della Libera, Cem Subakan, Mirco Ravanelli
Focal Modulation Networks for Interpretable Sound Classification. CoRR (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)
Luca Zampierin, Ghouthi Boukli Hacene, Bac Nguyen, Mirco Ravanelli
SKILL: Similarity-aware Knowledge distILLation for Speech Self-Supervised Learning. CoRR (2024)
Sangeet Sagar, Mirco Ravanelli, Bernd Kiefer, Ivana Kruijff-Korbayova, Josef van Genabith
RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain. CoRR (2023)
Jeff Hwang, Moto Hira, Caroline Chen, Xiaohui Zhang, Zhaoheng Ni, Guangzhi Sun, Pingchuan Ma, Ruizhe Huang, Vineel Pratap, Yuekai Zhang, Anurag Kumar, Chin-Yun Yu, Chuang Zhu, Chunxi Liu, Jacob Kahn, Mirco Ravanelli, Peng Sun, Shinji Watanabe, Yangyang Shi, Yumeng Tao, Robin Scheibler, Samuele Cornell, Sean Kim, Stavros Petridis
TorchAudio 2.1: Advancing speech recognition, self-supervised learning, and audio processing components for PyTorch. CoRR (2023)
Luca Della Libera, Pooneh Mousavi, Salah Zaiem, Cem Subakan, Mirco Ravanelli
CL-MASR: A Continual Learning Benchmark for Multilingual ASR. CoRR (2023)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin, Mirko Bronzi
Exploring Self-Attention Mechanisms for Speech Separation. IEEE ACM Trans. Audio Speech Lang. Process. 31 (2023)
Giuseppe Alessio D'Inverno, Simone Brugiapaglia, Mirco Ravanelli
Generalization Limits of Graph Neural Networks in Identity Effects Learning. CoRR (2023)
Cem Subakan, Francesco Paissan, Mirco Ravanelli
Posthoc Interpretation via Quantization. CoRR (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)
Yingzhi Wang, Mirco Ravanelli, Alaa Nfissi, Alya Yacoubi
Speech Emotion Diarization: Which Emotion Appears When? CoRR (2023)
AmirMohammad Sarfi, Zahra Karimpour, Muawiz Chaudhary, Nasir Mohammad Khalid, Mirco Ravanelli, Sudhir Mudur, Eugene Belilovsky
Simulated Annealing in Early Layers Leads to Better Generalization. CoRR (2023)
Francesco Paissan, Zhepei Wang, Mirco Ravanelli, Paris Smaragdis, Cem Subakan
Audio Editing with Non-Rigid Text Prompts. CoRR (2023)
Yingzhi Wang, Mirco Ravanelli, Alya Yacoubi
Speech Emotion Diarization: Which Emotion Appears When? ASRU (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)
AmirMohammad Sarfi, Zahra Karimpour, Muawiz Chaudhary, Nasir Mohammad Khalid, Mirco Ravanelli, Sudhir Mudur, Eugene Belilovsky
Simulated Annealing in Early Layers Leads to Better Generalization. CVPR (2023)
Jeff Hwang, Moto Hira, Caroline Chen, Xiaohui Zhang, Zhaoheng Ni, Guangzhi Sun, Pingchuan Ma, Ruizhe Huang, Vineel Pratap, Yuekai Zhang, Anurag Kumar, Chin-Yun Yu, Chuang Zhu, Chunxi Liu, Jacob Kahn, Mirco Ravanelli, Peng Sun, Shinji Watanabe, Yangyang Shi, Yumeng Tao
TorchAudio 2.1: Advancing Speech Recognition, Self-Supervised Learning, and Audio Processing Components for Pytorch. ASRU (2023)
Dominique Beaini, Shenyang Huang, Joao Alex Cunha, Zhiyi Li, Gabriela Moisescu-Pareja, Oleksandr Dymov, Samuel Maddrell-Mander, Callum McLean, Frederik Wenkel, Luis Müller, Jama Hussein Mohamud, Ali Parviz, Michael Craig, Michal Koziarski, Jiarui Lu, Zhaocheng Zhu, Cristian Gabellini, Kerstin Klaser, Josef Dean, Cas Wognum, Maciej Sypetkowski, Guillaume Rabusseau, Reihaneh Rabbany, Jian Tang, Christopher Morris, Ioannis Koutis, Mirco Ravanelli, Guy Wolf, Prudencio Tossou, Hadrien Mary, Therence Bois, Andrew W. Fitzgibbon, Blazej Banaszewski, Chad Martin, Dominic Masters
Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets. CoRR (2023)
Sangeet Sagar, Mirco Ravanelli, Bernd Kiefer, Ivana Kruijff-Korbayová, Josef van Genabith
Rescuespeech: A German Corpus for Speech Recognition in Search and Rescue Domain. ASRU (2023)
Szu-Wei Fu, Cheng Yu, Kuo-Hsuan Hung, Mirco Ravanelli, Yu Tsao
MetricGAN-U: Unsupervised Speech Enhancement/ Dereverberation Based Only on Noisy/ Reverberated Speech. ICASSP (2022)
Zhepei Wang, Cem Subakan, Xilin Jiang, Junkai Wu, Efthymios Tzinis, Mirco Ravanelli, Paris Smaragdis
Learning Representations for New Sound Classes With Continual Self-Supervised Learning. IEEE Signal Process. Lett. 29 (2022)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin, Mirko Bronzi
On Using Transformers for Speech-Separation. CoRR (2022)
Cheng Yu, Szu-Wei Fu, Tsun-An Hsieh, Yu Tsao, Mirco Ravanelli
OSSEM: one-shot speaker adaptive speech enhancement using meta learning. INTERSPEECH (2022)
Zhepei Wang, Cem Subakan, Xilin Jiang, Junkai Wu, Efthymios Tzinis, Mirco Ravanelli, Paris Smaragdis
Learning Representations for New Sound Classes With Continual Self-Supervised Learning. CoRR (2022)
Artem Ploujnikov, Mirco Ravanelli
SoundChoice: Grapheme-to-Phoneme Models with Semantic Disambiguation. CoRR (2022)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin
Real-M: Towards Speech Separation on Real Mixtures. ICASSP (2022)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin
Resource-Efficient Separation Transformer. CoRR (2022)
Artem Ploujnikov, Mirco Ravanelli
SoundChoice: Grapheme-to-Phoneme Models with Semantic Disambiguation. INTERSPEECH (2022)
Juan Manuel Mayor Torres, Mirco Ravanelli, Sara E. Medina-DeVilliers, Matthew D. Lerner, Giuseppe Riccardi
Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity. EMBC (2021)
Nauman Dawalatabad, Mirco Ravanelli, François Grondin, Jenthe Thienpondt, Brecht Desplanques, Hwidong Na
ECAPA-TDNN Embeddings for Speaker Diarization. Interspeech (2021)
Juan Manuel Mayor Torres, Mirco Ravanelli, Sara E. Medina-DeVilliers, Matthew D. Lerner, Giuseppe Riccardi
Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity. CoRR (2021)
Szu-Wei Fu, Cheng Yu, Kuo-Hsuan Hung, Mirco Ravanelli, Yu Tsao
MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only on noisy/ reverberated speech. CoRR (2021)
Alex Lamb, Di He, Anirudh Goyal, Guolin Ke, Chien-Feng Liao, Mirco Ravanelli, Yoshua Bengio
Transformers with Competitive Ensembles of Independent Mechanisms. CoRR (2021)
Cheng Yu, Szu-Wei Fu, Tsun-An Hsieh, Yu Tsao, Mirco Ravanelli
OSSEM: one-shot speaker adaptive speech enhancement using meta learning. CoRR (2021)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong
Attention Is All You Need In Speech Separation. ICASSP (2021)
Szu-Wei Fu, Cheng Yu, Tsun-An Hsieh, Peter Plantinga, Mirco Ravanelli, Xugang Lu, Yu Tsao
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement. Interspeech (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)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin
REAL-M: Towards Speech Separation on Real Mixtures. CoRR (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)
Szu-Wei Fu, Cheng Yu, Tsun-An Hsieh, Peter Plantinga, Mirco Ravanelli, Xugang Lu, Yu Tsao
MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement. CoRR (2021)
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong
Attention is All You Need in Speech Separation. CoRR (2020)
Loren Lugosch, Brett H. Meyer, Derek Nowrouzezahrai, Mirco Ravanelli
Using Speech Synthesis to Train End-To-End Spoken Language Understanding Models. ICASSP (2020)
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas D. Lane, Mohamed Morchid
Quaternion Neural Networks for Multi-Channel Distant Speech Recognition. INTERSPEECH (2020)
Mirco Ravanelli
Towards Unsupervised Learning of Speech Representations. Odyssey (2020)
Mirco Ravanelli, Jianyuan Zhong, Santiago Pascual, Pawel Swietojanski, Joao Monteiro, Jan Trmal, Yoshua Bengio
Multi-task self-supervised learning for Robust Speech Recognition. CoRR (2020)
François Grondin, Jean-Samuel Lauzon, Simon Michaud, Mirco Ravanelli, François Michaud
BIRD: Big Impulse Response Dataset. CoRR (2020)
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas D. Lane, Mohamed Morchid
Quaternion Neural Networks for Multi-channel Distant Speech Recognition. CoRR (2020)
Mirco Ravanelli, Jianyuan Zhong, Santiago Pascual, Pawel Swietojanski, Joao Monteiro, Jan Trmal, Yoshua Bengio
Multi-Task Self-Supervised Learning for Robust Speech Recognition. ICASSP (2020)
Mirco Ravanelli, Titouan Parcollet, Yoshua Bengio
The Pytorch-kaldi Speech Recognition Toolkit. ICASSP (2019)
Mirco Ravanelli, Yoshua Bengio
Learning Speaker Representations with Mutual Information. INTERSPEECH (2019)
Loren Lugosch, Mirco Ravanelli, Patrick Ignoto, Vikrant Singh Tomar, Yoshua Bengio
Speech Model Pre-training for End-to-End Spoken Language Understanding. CoRR (2019)
Santiago Pascual, Mirco Ravanelli, Joan Serrà, Antonio Bonafonte, Yoshua Bengio
Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks. CoRR (2019)
Santiago Pascual, Mirco Ravanelli, Joan Serrà, Antonio Bonafonte, Yoshua Bengio
Learning Problem-Agnostic Speech Representations from Multiple Self-Supervised Tasks. INTERSPEECH (2019)
Loren Lugosch, Mirco Ravanelli, Patrick Ignoto, Vikrant Singh Tomar, Yoshua Bengio
Speech Model Pre-Training for End-to-End Spoken Language 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)
Mirco Ravanelli, Yoshua Bengio
Speech and Speaker Recognition from Raw Waveform with SincNet. CoRR (2018)
Mirco Ravanelli, Maurizio Omologo
Automatic context window composition for distant speech recognition. Speech Commun. 101 (2018)
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Renato De Mori
Speech recognition with quaternion neural networks. CoRR (2018)
Mirco Ravanelli, Yoshua Bengio
Speaker Recognition from raw waveform with SincNet. CoRR (2018)
Mirco Ravanelli, Dmitriy Serdyuk, Yoshua Bengio
Twin Regularization for online speech recognition. CoRR (2018)
Mirco Ravanelli, Titouan Parcollet, Yoshua Bengio
The PyTorch-Kaldi Speech Recognition Toolkit. CoRR (2018)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Light Gated Recurrent Units for Speech Recognition. IEEE Trans. Emerg. Top. Comput. Intell. 2 (2) (2018)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Light Gated Recurrent Units for Speech Recognition. CoRR (2018)
Mirco Ravanelli, Yoshua Bengio
Interpretable Convolutional Filters with SincNet. CoRR (2018)
Mirco Ravanelli, Dmitriy Serdyuk, Yoshua Bengio
Twin Regularization for Online Speech Recognition. INTERSPEECH (2018)
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio
Quaternion Recurrent Neural Networks. CoRR (2018)
Mirco Ravanelli, Yoshua Bengio
Learning Speaker Representations with Mutual Information. CoRR (2018)
Mirco Ravanelli, Maurizio Omologo
Automatic context window composition for distant speech recognition. CoRR (2018)
Mirco Ravanelli, Yoshua Bengio
Speaker Recognition from Raw Waveform with SincNet. SLT (2018)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
A network of deep neural networks for distant speech recognition. CoRR (2017)
Mirco Ravanelli
Deep Learning for Distant Speech Recognition. CoRR (2017)
Mirco Ravanelli, Piergiorgio Svaizer, Maurizio Omologo
Realistic multi-microphone data simulation for distant speech recognition. CoRR (2017)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Batch-normalized joint training for DNN-based distant speech recognition. CoRR (2017)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Improving speech recognition by revising gated recurrent units. CoRR (2017)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
A network of deep neural networks for Distant Speech Recognition. ICASSP (2017)
Mirco Ravanelli, Benjamin Elizalde, Karl Ni, Gerald Friedland
Audio Concept Classification with Hierarchical Deep Neural Networks. CoRR (2017)
Mirco Ravanelli, Maurizio Omologo
Contaminated speech training methods for robust DNN-HMM distant speech recognition. CoRR (2017)
Mirco Ravanelli, Maurizio Omologo
The DIRHA-English corpus and related tasks for distant-speech recognition in domestic environments. CoRR (2017)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Improving Speech Recognition by Revising Gated Recurrent Units. INTERSPEECH (2017)
Mirco Ravanelli, Piergiorgio Svaizer, Maurizio Omologo
Realistic Multi-Microphone Data Simulation for Distant Speech Recognition. INTERSPEECH (2016)
Dayana Ribas, Emmanuel Vincent, John H. L. Hansen, Emma Jokinen, Mirco Ravanelli, Hannes Gamper, Fred Richardson
Discussion. INTERSPEECH (2016)
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio
Batch-normalized joint training for DNN-based distant speech recognition. SLT (2016)
Erich Zwyssig, Mirco Ravanelli, Piergiorgio Svaizer, Maurizio Omologo
A multi-channel corpus for distant-speech interaction in presence of known interferences. ICASSP (2015)
Mirco Ravanelli, Maurizio Omologo
Contaminated speech training methods for robust DNN-HMM distant speech recognition. INTERSPEECH (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Mirco Ravanelli