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Mélanie Rey
Mélanie Rey
Research Scientist, DeepMind
Verified email at google.com
Title
Cited by
Cited by
Year
Full-length haplotype reconstruction to infer the structure of heterogeneous virus populations
FD Giallonardo, A Töpfer, M Rey, S Prabhakaran, Y Duport, C Leemann, ...
Nucleic acids research 42 (14), e115-e115, 2014
1582014
HIV haplotype inference using a propagating Dirichlet process mixture model
S Prabhakaran, M Rey, O Zagordi, N Beerenwinkel, V Roth
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB) 11 …, 2014
1352014
Learning to induce causal structure
NR Ke, S Chiappa, J Wang, A Goyal, J Bornschein, M Rey, T Weber, ...
arXiv preprint arXiv:2204.04875, 2022
742022
Copula mixture model for dependency-seeking clustering
M Rey, V Roth
arXiv preprint arXiv:1206.6433, 2012
422012
Meta-Gaussian information bottleneck
M Rey, V Roth
Advances in Neural Information Processing Systems 25, 2012
322012
Less can be more in contrastive learning
J Mitrovic, B McWilliams, M Rey
PMLR, 2020
302020
Understanding Deep Generative Models with Generalized Empirical Likelihoods
S Ravuri, M Rey, S Mohamed, MP Deisenroth
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
112023
Sparse meta-Gaussian information bottleneck.
M Rey, V Roth, TJ Fuchs
ICML, 910-918, 2014
102014
Gaussian dropout as an information bottleneck layer
M Rey, A Mnih
NeurIPS Bayesian Deep Learning Workshop, 2021
92021
Copula models in machine learning
M Rey
82015
DiscoGen: Learning to Discover Gene Regulatory Networks
NR Ke, SJ Dunn, J Bornschein, S Chiappa, M Rey, JB Lespiau, ...
arXiv preprint arXiv:2304.05823, 2023
62023
Neural Compression of Atmospheric States
P Mirowski, D Warde-Farley, M Rosca, MK Grimes, Y Hasson, H Kim, ...
arXiv preprint arXiv:2407.11666, 2024
42024
Natural forests of the world–a 2020 baseline for deforestation and degradation monitoring
M Neumann, A Raichuk, Y Jiang, M Rey, R Stanimirova, MJ Sims, ...
Scientific Data 12 (1), 1715, 2025
32025
Information Bottleneck for Pathway-Centric Gene Expression Analysis
D Adametz, M Rey, V Roth
German Conference on Pattern Recognition, 81-91, 2014
22014
Uncertainty evaluation of segmentation models for Earth observation
M Rey, A Mnih, M Neumann, M Overlan, D Purves
arXiv preprint arXiv:2510.19586, 2025
12025
ForestCast: Forecasting Deforestation Risk at Scale with Deep Learning
M Overlan, C Stanton, M Neumann, A Manzini, J Haas, M Conserva, ...
EarthArXiv, 2025
2025
Natural forests of the world–a 2020 baseline for deforestation and
M Neumann, A Raichuk, Y Jiang, M Rey, R Stanimirova, MJ Sims, ...
2025
Full-length HIV-1 Haplotype Reconstruction from Heterogeneous Virus Populations
A Töpfer, F Di Giallonardo, M Rey, S Prabhakaran, Y Duport, C Leemann, ...
Journal of Computational Biology, 2013
2013
HIV-haplotype inference using a constraint-based dirichlet process mixture model
S Prabhakaran, M Rey, O Zagordi, N Beerenwinkel, V Roth
Machine Learning in Computational Biology (MLCB) NIPS Workshop, 1-4, 2010
2010
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Articles 1–19