Alexandre Défossez | DeepAI

DeepAI AI Chat

Featured Co-authors

Francis Bach
160 publications
Tatsuya Harada
101 publications
Alexandre Gramfort
73 publications
Gabriel Synnaeve
73 publications
Emmanuel Dupoux
61 publications
Yi Luo
60 publications
Yossi Adi
58 publications
Yuki Mitsufuji
56 publications
Roy Schwartz
53 publications
Nicolas Usunier
41 publications
Wenhan Xiong
39 publications

∙ 08/24/2023

Code Llama: Open Foundation Models for Code

We release Code Llama, a family of large language models for code based ...

0 Baptiste Roziere, et al. ∙

∙ 08/14/2023

The Sound Demixing Challenge 2023 x2013 Music Demixing Track

This paper summarizes the music demixing (MDX) track of the Sound Demixi...

0 Giorgio Fabbro, et al. ∙

∙ 08/02/2023

From Discrete Tokens to High-Fidelity Audio Using Multi-Band Diffusion

Deep generative models can generate high-fidelity audio conditioned on v...

0 Robin San-Roman, et al. ∙

∙ 06/08/2023

Simple and Controllable Music Generation

We tackle the task of conditional music generation. We introduce MusicGe...

0 Jade Copet, et al. ∙

∙ 05/22/2023

Textually Pretrained Speech Language Models

Speech language models (SpeechLMs) process and generate acoustic data on...

0 Michael Hassid, et al. ∙

∙ 11/15/2022

Hybrid Transformers for Music Source Separation

A natural question arising in Music Source Separation (MSS) is whether l...

0 Simon Rouard, et al. ∙

∙ 11/02/2022

Audio Language Modeling using Perceptually-Guided Discrete Representations

In this work, we study the task of Audio Language Modeling, in which we ...

0 Felix Kreuk, et al. ∙

∙ 10/24/2022

High Fidelity Neural Audio Compression

We introduce a state-of-the-art real-time, high-fidelity, audio codec le...

0 Alexandre Défossez, et al. ∙

∙ 08/25/2022

Decoding speech from non-invasive brain recordings

Decoding language from brain activity is a long-awaited goal in both hea...

0 Alexandre Défossez, et al. ∙

∙ 06/30/2022

Implicit Neural Spatial Filtering for Multichannel Source Separation in the Waveform Domain

We present a single-stage casual waveform-to-waveform multichannel model...

0 Dejan Markovic, et al. ∙

∙ 11/05/2021

Hybrid Spectrogram and Waveform Source Separation

Source separation models either work on the spectrogram or waveform doma...

0 Alexandre Défossez, et al. ∙

∙ 04/20/2021

Differentiable Model Compression via Pseudo Quantization Noise

We propose to add independent pseudo quantization noise to model paramet...

0 Alexandre Défossez, et al. ∙

∙ 03/03/2021

Deep Recurrent Encoder: A scalable end-to-end network to model brain signals

Understanding how the brain responds to sensory inputs is challenging: b...

0 Omar Chehab, et al. ∙

∙ 06/23/2020

Real Time Speech Enhancement in the Waveform Domain

We present a causal speech enhancement model working on the raw waveform...

0 Alexandre Défossez, et al. ∙

∙ 03/05/2020

On the Convergence of Adam and Adagrad

We provide a simple proof of the convergence of the optimization algorit...

19 Alexandre Défossez, et al. ∙

∙ 11/27/2019

Music Source Separation in the Waveform Domain

Source separation for music is the task of isolating contributions, or s...

0 Alexandre Défossez, et al. ∙

∙ 09/03/2019

Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed

We study the problem of source separation for music using deep learning ...

5 Alexandre Défossez, et al. ∙

∙ 10/23/2018

SING: Symbol-to-Instrument Neural Generator

Recent progress in deep learning for audio synthesis opens the way to mo...

0 Alexandre Défossez, et al. ∙

∙ 11/06/2017

AdaBatch: Efficient Gradient Aggregation Rules for Sequential and Parallel Stochastic Gradient Methods

We study a new aggregation operator for gradients coming from a mini-bat...

0 Alexandre Défossez, et al. ∙

∙ 11/29/2014

Constant Step Size Least-Mean-Square: Bias-Variance Trade-offs and Optimal Sampling Distributions

We consider the least-squares regression problem and provide a detailed ...

0 Alexandre Défossez, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world