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Pascal Vincent | Researchclopedia

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Pascal Vincent

121

Works

26,342

Citations

45

h-index

74

i10-index

Research Topics

Generative Adversarial Networks and Image Synthesis Domain Adaptation and Few-Shot Learning Neural Networks and Applications

Affiliations

Canadian Institute for Advanced Research2014–2021

Meta (Israel)2019–2021

Sorbonne Université2002–2002

Computer Research Institute of Montréal2000–2015

Meta (United States)2020–2020

Top Works

Extracting and composing robust features with denoising autoencoders

Pascal Vincent,Hugo Larochelle,et al.

20087,262 citations

Adversarial Robustness in Machine Learning

Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion

Pascal Vincent,Hugo Larochelle,et al.

20105,015 citations

Why Does Unsupervised Pre-training Help Deep Learning?

Dumitru Erhan,Aaron Courville,et al.

20102,109 citations

A Neural Probabilistic Language Model

Yoshua Bengio,Réjean Ducharme,et al.

20001,156 citations

Contractive Auto-Encoders: Explicit Invariance During Feature Extraction

Salah Rifai,Pascal Vincent,et al.

20111,133 citations

A Connection Between Score Matching and Denoising Autoencoders

2011936 citations

Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering

Yoshua Bengio,Jean-françcois Paiement,et al.

2003867 citations

fastMRI: An Open Dataset and Benchmarks for Accelerated MRI

Jure Žbontar,Florian Knöll,et al.

2018573 citations

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Nicolas Boulanger-Lewandowski,Yoshua Bengio,et al.

2012488 citations