Ludovic Denoyer

Ludovic is a Research Scientist at FAIR, mainly focusing on various machine learning problems, particularly on reinforcement learning and human-machine interaction. He was previously a professor at Sorbonne Universités.

Ludovic's Publications

April 07, 2020

RESEARCH

INTEGRITY

Unsupervised Question Answering by Cloze Translation

Obtaining training data for Question Answering (QA) is time-consuming and resource-intensive, and existing QA datasets are only available for limited domains and languages. In this work, we explore to what extent high quality training data is…

Patrick Lewis, Ludovic Denoyer, Sebastian Riedel,

April 07, 2020

April 07, 2020

RESEARCH

SPEECH & AUDIO

Multiple-Attribute Text Rewriting

The dominant approach to unsupervised “style transfer” in text is based on the idea of learning a latent representation, which is independent of the attributes specifying its “style”. In this paper, we show that this condition is not necessary…

Guillaume Lample, Sandeep Subramanian, Eric Michael Smith, Ludovic Denoyer, Marc'Aurelio Ranzato, Y-Lan Boureau,

April 07, 2020

April 07, 2020

RESEARCH

SPEECH & AUDIO

Stochastic Adaptive Neural Architecture Search for Keyword Spotting

The problem of keyword spotting i.e. identifying keywords in a real-time audio stream is mainly solved by applying a neural network over successive sliding windows. Due to the difficulty of the task, baseline models are usually large, resulting…

Tom Véniat, Olivier Schwander, Ludovic Denoyer,

April 07, 2020