Alexandre Défossez

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 38

Top Topics

Source Separation

Stochastic Gradient

Top Venues

Trans. Mach. Learn. Res.

Publications

Simon Rouard, Yossi Adi, Jade Copet, Axel Roebel, Alexandre Défossez
Audio Conditioning for Music Generation via Discrete Bottleneck Features. CoRR (2024)
Jean-Marie Lemercier, Simon Rouard, Jade Copet, Yossi Adi, Alexandre Défossez
An Independence-promoting Loss for Music Generation with Language Models. CoRR (2024)
Robin San Roman, Pierre Fernandez, Alexandre Défossez, Teddy Furon, Tuan Tran, Hady Elsahar
Proactive Detection of Voice Cloning with Localized Watermarking. CoRR (2024)
Alon Ziv, Itai Gat, Gaël Le Lan, Tal Remez, Felix Kreuk, Alexandre Défossez, Jade Copet, Gabriel Synnaeve, Yossi Adi
Masked Audio Generation using a Single Non-Autoregressive Transformer. CoRR (2024)
Alon Ziv, Itai Gat, Gaël Le Lan, Tal Remez, Felix Kreuk, Jade Copet, Alexandre Défossez, Gabriel Synnaeve, Yossi Adi
Masked Audio Generation using a Single Non-Autoregressive Transformer. ICLR (2024)
Giorgio Fabbro, Stefan Uhlich, Chieh-Hsin Lai, Woosung Choi, Marco A. Martínez Ramírez, Wei-Hsiang Liao, Igor Gadelha, Geraldo Ramos, Eddie Hsu, Hugo Rodrigues, Fabian-Robert Stöter, Alexandre Défossez, Yi Luo, Jianwei Yu, Dipam Chakraborty, Sharada P. Mohanty, Roman A. Solovyev, Alexander L. Stempkovskiy, Tatiana Habruseva, Nabarun Goswami, Tatsuya Harada, Minseok Kim, Jun Hyung Lee, Yuanliang Dong, Xinran Zhang, Jiafeng Liu, Yuki Mitsufuji
The Sound Demixing Challenge 2023 - Music Demixing Track. Trans. Int. Soc. Music. Inf. Retr. 7 (1) (2024)
Robin San Roman, Yossi Adi, Antoine Deleforge, Romain Serizel, Gabriel Synnaeve, Alexandre Défossez
From Discrete Tokens to High-Fidelity Audio Using Multi-Band Diffusion. NeurIPS (2023)
Simon Rouard, Francisco Massa, Alexandre Défossez
Hybrid Transformers for Music Source Separation. ICASSP (2023)
Robin San-Roman, Yossi Adi, Antoine Deleforge, Romain Serizel, Gabriel Synnaeve, Alexandre Défossez
From Discrete Tokens to High-Fidelity Audio Using Multi-Band Diffusion. CoRR (2023)
Jade Copet, Felix Kreuk, Itai Gat, Tal Remez, David Kant, Gabriel Synnaeve, Yossi Adi, Alexandre Défossez
Simple and Controllable Music Generation. NeurIPS (2023)
Jade Copet, Felix Kreuk, Itai Gat, Tal Remez, David Kant, Gabriel Synnaeve, Yossi Adi, Alexandre Défossez
Simple and Controllable Music Generation. CoRR (2023)
Michael Hassid, Tal Remez, Tu Anh Nguyen, Itai Gat, Alexis Conneau, Felix Kreuk, Jade Copet, Alexandre Défossez, Gabriel Synnaeve, Emmanuel Dupoux, Roy Schwartz, Yossi Adi
Textually Pretrained Speech Language Models. NeurIPS (2023)
Michael Hassid, Tal Remez, Tu Anh Nguyen, Itai Gat, Alexis Conneau, Felix Kreuk, Jade Copet, Alexandre Défossez, Gabriel Synnaeve, Emmanuel Dupoux, Roy Schwartz, Yossi Adi
Textually Pretrained Speech Language Models. CoRR (2023)
Giorgio Fabbro, Stefan Uhlich, Chieh-Hsin Lai, Woosung Choi, Marco A. Martínez Ramírez, Wei-Hsiang Liao, Igor Gadelha, Geraldo Ramos, Eddie Hsu, Hugo Rodrigues, Fabian-Robert Stöter, Alexandre Défossez, Yi Luo, Jianwei Yu, Dipam Chakraborty, Sharada P. Mohanty, Roman A. Solovyev, Alexander L. Stempkovskiy, Tatiana Habruseva, Nabarun Goswami, Tatsuya Harada, Minseok Kim, Jun Hyung Lee, Yuanliang Dong, Xinran Zhang, Jiafeng Liu, Yuki Mitsufuji
The Sound Demixing Challenge 2023 - Music Demixing Track. CoRR (2023)
Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal Remez, Jérémy Rapin, Artyom Kozhevnikov, Ivan Evtimov, Joanna Bitton, Manish Bhatt, Cristian Canton-Ferrer, Aaron Grattafiori, Wenhan Xiong, Alexandre Défossez, Jade Copet, Faisal Azhar, Hugo Touvron, Louis Martin, Nicolas Usunier, Thomas Scialom, Gabriel Synnaeve
Code Llama: Open Foundation Models for Code. CoRR (2023)
Alexandre Défossez, Charlotte Caucheteux, Jérémy Rapin, Ori Kabeli, Jean-Rémi King
Decoding speech perception from non-invasive brain recordings. Nat. Mac. Intell. 5 (10) (2023)
Alexandre Défossez, Jade Copet, Gabriel Synnaeve, Yossi Adi
High Fidelity Neural Audio Compression. Trans. Mach. Learn. Res. 2023 (2023)
Felix Kreuk, Gabriel Synnaeve, Adam Polyak, Uriel Singer, Alexandre Défossez, Jade Copet, Devi Parikh, Yaniv Taigman, Yossi Adi
AudioGen: Textually Guided Audio Generation. ICLR (2023)
Dejan Markovic, Alexandre Défossez, Alexander Richard
Implicit Neural Spatial Filtering for Multichannel Source Separation in the Waveform Domain. INTERSPEECH (2022)
Alexandre Défossez, Léon Bottou, Francis R. Bach, Nicolas Usunier
A Simple Convergence Proof of Adam and Adagrad. Trans. Mach. Learn. Res. 2022 (2022)
Felix Kreuk, Gabriel Synnaeve, Adam Polyak, Uriel Singer, Alexandre Défossez, Jade Copet, Devi Parikh, Yaniv Taigman, Yossi Adi
AudioGen: Textually Guided Audio Generation. CoRR (2022)
Alexandre Défossez, Yossi Adi, Gabriel Synnaeve
Differentiable Model Compression via Pseudo Quantization Noise. Trans. Mach. Learn. Res. 2022 (2022)
Dejan Markovic, Alexandre Défossez, Alexander Richard
Implicit Neural Spatial Filtering for Multichannel Source Separation in the Waveform Domain. CoRR (2022)
Alexandre Défossez, Charlotte Caucheteux, Jérémy Rapin, Ori Kabeli, Jean-Rémi King
Decoding speech from non-invasive brain recordings. CoRR (2022)
Alexandre Défossez, Jade Copet, Gabriel Synnaeve, Yossi Adi
High Fidelity Neural Audio Compression. CoRR (2022)
Felix Kreuk, Yaniv Taigman, Adam Polyak, Jade Copet, Gabriel Synnaeve, Alexandre Défossez, Yossi Adi
Audio Language Modeling using Perceptually-Guided Discrete Representations. CoRR (2022)
Simon Rouard, Francisco Massa, Alexandre Défossez
Hybrid Transformers for Music Source Separation. CoRR (2022)
Alexandre Défossez, Yossi Adi, Gabriel Synnaeve
Differentiable Model Compression via Pseudo Quantization Noise. CoRR (2021)
Alexandre Défossez
Hybrid Spectrogram and Waveform Source Separation. CoRR (2021)
Alexandre Défossez, Léon Bottou, Francis R. Bach, Nicolas Usunier
On the Convergence of Adam and Adagrad. CoRR (2020)
Alexandre Défossez, Gabriel Synnaeve, Yossi Adi
Real Time Speech Enhancement in the Waveform Domain. CoRR (2020)
Alexandre Défossez, Gabriel Synnaeve, Yossi Adi
Real Time Speech Enhancement in the Waveform Domain. INTERSPEECH (2020)
Lauréline Perotin, Alexandre Défossez, Emmanuel Vincent, Romain Serizel, Alexandre Guérin
Regression Versus Classification for Neural Network Based Audio Source Localization. WASPAA (2019)
Alexandre Défossez, Nicolas Usunier, Léon Bottou, Francis R. Bach
Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed. CoRR (2019)
Alexandre Défossez, Nicolas Usunier, Léon Bottou, Francis R. Bach
Music Source Separation in the Waveform Domain. CoRR (2019)
Alexandre Défossez, Neil Zeghidour, Nicolas Usunier, Léon Bottou, Francis R. Bach
SING: Symbol-to-Instrument Neural Generator. CoRR (2018)
Alexandre Défossez, Neil Zeghidour, Nicolas Usunier, Léon Bottou, Francis R. Bach
SING: Symbol-to-Instrument Neural Generator. NeurIPS (2018)
Alexandre Défossez, Francis R. Bach
AdaBatch: Efficient Gradient Aggregation Rules for Sequential and Parallel Stochastic Gradient Methods. CoRR (2017)
Alexandre Défossez, Francis R. Bach
Averaged Least-Mean-Squares: Bias-Variance Trade-offs and Optimal Sampling Distributions. AISTATS (2015)
Alexandre Défossez, Francis R. Bach
Constant Step Size Least-Mean-Square: Bias-Variance Trade-offs and Optimal Sampling Distributions. CoRR (2014)