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Loic Matthey
Publication Activity (10 Years)
Years Active: 2008-2023
Publications (10 Years): 16
Top Topics
Object Representation
Reinforcement Learning
Top Venues
CoRR
NeurIPS
ICLR
ICML
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Publications
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Rishabh Kabra
,
Loic Matthey
,
Alexander Lerchner
,
Niloy J. Mitra
Evaluating VLMs for Score-Based, Multi-Probe Annotation of 3D Objects.
CoRR
(2023)
Wilka Carvalho
,
Andre Saraiva
,
Angelos Filos
,
Andrew Kyle Lampinen
,
Loic Matthey
,
Richard L. Lewis
,
Honglak Lee
,
Satinder Singh
,
Danilo J. Rezende
,
Daniel Zoran
Combining Behaviors with the Successor Features Keyboard.
CoRR
(2023)
Drew A. Hudson
,
Daniel Zoran
,
Mateusz Malinowski
,
Andrew K. Lampinen
,
Andrew Jaegle
,
James L. McClelland
,
Loic Matthey
,
Felix Hill
,
Alexander Lerchner
SODA: Bottleneck Diffusion Models for Representation Learning.
CoRR
(2023)
Wilka Carvalho
,
Andre Saraiva
,
Angelos Filos
,
Andrew K. Lampinen
,
Loic Matthey
,
Richard L. Lewis
,
Honglak Lee
,
Satinder Singh
,
Danilo Jimenez Rezende
,
Daniel Zoran
Combining Behaviors with the Successor Features Keyboard.
NeurIPS
(2023)
Jane Wang
,
Michael King
,
Nicolas Porcel
,
Zeb Kurth-Nelson
,
Tina Zhu
,
Charles Deck
,
Peter Choy
,
Mary Cassin
,
Malcolm Reynolds
,
H. Francis Song
,
Gavin Buttimore
,
David P. Reichert
,
Neil C. Rabinowitz
,
Loic Matthey
,
Demis Hassabis
,
Alexander Lerchner
,
Matt M. Botvinick
Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents.
NeurIPS Datasets and Benchmarks
(2021)
Jane X. Wang
,
Michael King
,
Nicolas Porcel
,
Zeb Kurth-Nelson
,
Tina Zhu
,
Charlie Deck
,
Peter Choy
,
Mary Cassin
,
Malcolm Reynolds
,
H. Francis Song
,
Gavin Buttimore
,
David P. Reichert
,
Neil C. Rabinowitz
,
Loic Matthey
,
Demis Hassabis
,
Alexander Lerchner
,
Matthew Botvinick
Alchemy: A structured task distribution for meta-reinforcement learning.
CoRR
(2021)
Rishabh Kabra
,
Daniel Zoran
,
Goker Erdogan
,
Loic Matthey
,
Antonia Creswell
,
Matthew Botvinick
,
Alexander Lerchner
,
Christopher P. Burgess
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition.
CoRR
(2021)
James C. R. Whittington
,
Rishabh Kabra
,
Loic Matthey
,
Christopher P. Burgess
,
Alexander Lerchner
Constellation: Learning relational abstractions over objects for compositional imagination.
CoRR
(2021)
Rishabh Kabra
,
Daniel Zoran
,
Goker Erdogan
,
Loic Matthey
,
Antonia Creswell
,
Matt M. Botvinick
,
Alexander Lerchner
,
Christopher P. Burgess
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition.
NeurIPS
(2021)
Antonia Creswell
,
Kyriacos Nikiforou
,
Oriol Vinyals
,
Andre Saraiva
,
Rishabh Kabra
,
Loic Matthey
,
Christopher Burgess
,
Malcolm Reynolds
,
Richard Tanburn
,
Marta Garnelo
,
Murray Shanahan
AlignNet: Unsupervised Entity Alignment.
CoRR
(2020)
Sunny Duan
,
Loic Matthey
,
Andre Saraiva
,
Nick Watters
,
Christopher Burgess
,
Alexander Lerchner
,
Irina Higgins
Unsupervised Model Selection for Variational Disentangled Representation Learning.
ICLR
(2020)
Nicholas Watters
,
Loic Matthey
,
Matko Bosnjak
,
Christopher P. Burgess
,
Alexander Lerchner
COBRA: Data-Efficient Model-Based RL through Unsupervised Object Discovery and Curiosity-Driven Exploration.
CoRR
(2019)
Klaus Greff
,
Raphaël Lopez Kaufman
,
Rishabh Kabra
,
Nick Watters
,
Christopher Burgess
,
Daniel Zoran
,
Loic Matthey
,
Matthew Botvinick
,
Alexander Lerchner
Multi-Object Representation Learning with Iterative Variational Inference.
ICML
(2019)
Sunny Duan
,
Nicholas Watters
,
Loic Matthey
,
Christopher P. Burgess
,
Alexander Lerchner
,
Irina Higgins
A Heuristic for Unsupervised Model Selection for Variational Disentangled Representation Learning.
CoRR
(2019)
Irina Higgins
,
Nicolas Sonnerat
,
Loic Matthey
,
Arka Pal
,
Christopher P. Burgess
,
Matko Bosnjak
,
Murray Shanahan
,
Matthew Botvinick
,
Demis Hassabis
,
Alexander Lerchner
SCAN: Learning Hierarchical Compositional Visual Concepts.
ICLR (Poster)
(2018)
Loic Matthey
,
Paul M. Bays
,
Peter Dayan
A Probabilistic Palimpsest Model of Visual Short-term Memory.
PLoS Comput. Biol.
11 (1) (2015)
Loic Matthey
,
Spring Berman
,
Vijay Kumar
Stochastic strategies for a swarm robotic assembly system.
ICRA
(2009)
Loic Matthey
,
Ludovic Righetti
,
Auke Jan Ijspeert
Experimental study of limit cycle and chaotic controllers for the locomotion of centipede robots.
IROS
(2008)