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Resource-Efficient Separation Transformer


Jun 19, 2022
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin

* Submitted to IEEE Signal Processing Letters 

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Learning Representations for New Sound Classes With Continual Self-Supervised Learning


May 15, 2022
Zhepei Wang, Cem Subakan, Xilin Jiang, Junkai Wu, Efthymios Tzinis, Mirco Ravanelli, Paris Smaragdis

* Submitted to IEEE Signal Processing Letters 

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On Using Transformers for Speech-Separation


Feb 06, 2022
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Francois Grondin, Mirko Bronzi

* arXiv admin note: text overlap with arXiv:2010.13154 

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REAL-M: Towards Speech Separation on Real Mixtures


Oct 20, 2021
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin

* Submitted to ICASSP 2022 

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SpeechBrain: A General-Purpose Speech Toolkit


Jun 08, 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

* Preprint 

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Attention is All You Need in Speech Separation


Oct 25, 2020
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong

* Submitted to ICASSP 2021 

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Two-Step Sound Source Separation: Training on Learned Latent Targets


Oct 23, 2019
Efthymios Tzinis, Shrikant Venkataramani, Zhepei Wang, Cem Subakan, Paris Smaragdis

* Submitted to ICASSP 2020 

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Continual Learning of New Sound Classes using Generative Replay


Jun 03, 2019
Zhepei Wang, Cem Subakan, Efthymios Tzinis, Paris Smaragdis, Laurent Charlin


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Learning the Base Distribution in Implicit Generative Models


Mar 13, 2018
Cem Subakan, Oluwasanmi Koyejo, Paris Smaragdis


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Generative Adversarial Source Separation


Oct 30, 2017
Cem Subakan, Paris Smaragdis


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