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Löıc Matthey | Researchclopedia

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Löıc Matthey

40

Works

5,262

Citations

19

h-index

23

i10-index

Research Topics

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

Affiliations

Google (United States)2017–2024

DeepMind (United Kingdom)2017–2024

Oxford Centre for Computational Neuroscience2015–2015

University College London2015–2015

École Polytechnique Fédérale de Lausanne2008–2010

Top Works

beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework

Irina Higgins,Löıc Matthey,et al.

20173,086 citations

Reinforcement Learning in Robotics

Digital Media Forensic Detection

Towards a Definition of Disentangled Representations

Irina Higgins,David Amos,et al.

2018294 citations

Understanding disentangling in $\beta$-VAE

Christopher Burgess,Irina Higgins,et al.

2018280 citations

Understanding disentangling in $β$-VAE

Christopher Burgess,Irina Higgins,et al.

2018278 citations

MONet: Unsupervised Scene Decomposition and Representation

Christopher Burgess,Löıc Matthey,et al.

2019194 citations

Multi-Object Representation Learning with Iterative Variational Inference

Klaus Greff,Raphaël Lopez Kaufman,et al.

2019176 citations

DARLA: Improving Zero-Shot Transfer in Reinforcement Learning

Irina Higgins,Arka Pal,et al.

2017139 citations

Early Visual Concept Learning with Unsupervised Deep Learning

Irina Higgins,Löıc Matthey,et al.

2016127 citations

Multi-Object Representation Learning with Iterative Variational Inference

Klaus Greff,Raphaël Lopez Kaufman,et al.

201978 citations