Neural Compression of Atmospheric States
P. Mirowski, D. Warde-Farley, M. Rosca, M. K. Grimes, Y. Hasson, H. Kim, M. Rey, S. Osindero, S. Ravuri, S. Mohamed
arXiv preprint arXiv:2407.11666, 2024
DiscoGen: Learning to Discover Gene Regulatory Networks
N. R. Ke, SJ. Dunn, J. Bornschein, S. Chiappa, M. Rey, JB. Lespiau, A. Cassirer, J. Wang, T. Weber, D. Barrett, M. Botvinick, A. Goyal, M. Mozer, D. Rezende
arXiv preprint arXiv:2304.05823, 2023
Understanding Deep Generative Models with Generalized Empirical Likelihoods
S. Ravuri, M. Rey, S. Mohamed, M. P. Deisenroth
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
Learning to induce causal structure
N. R. Ke, S. Chiappa, J. X. Wang, J. Bornschein, A. Goyal, M. Rey, M. Botvinick, T. Weber, M. Curtis Mozer, D. Jimenez Rezende
Spurious Correlations, Invariance, and Stability (SCIS) Workshop at ICML, 2022
Gaussian dropout as an information bottleneck layer
M. Rey, A. Mnih
NeurIPS Bayesian Deep Learning Workshop, 2021
(video)
Less can be more in contrastive learning
J. Mitrovic, B. McWilliams, M. Rey
Proceedings on "I Can't Believe It's Not Better!" at NeurIPS Workshops, PMLR, 2020
(Best Poster Award)
Sparse meta-Gaussian information bottleneck
M. Rey, T. J. Fuchs, V. Roth
31st International Conference on Machine Learning (ICML), 2014
Full-length haplotype reconstruction to infer the structure of heterogeneous virus populations
F. Di Giallonardo, A. Töpfer, M. Rey, S. Prabhakaran, Y. Duport, C. Leemann, S. Schmutz, N. K. Campbell, B. Joos, M. R. Lecca, A. Patrignani, M. Däumer, C. Beisel, P. Rusert, A. Trkola, H. F. Günthard, V. Roth, N. Beerenwinkel, K. J. Metzner
Nucleic Acids Research, 2014
Information Bottleneck for Pathway-Centric Gene Expression Analysis
D. Adametz, M. Rey, V. Roth
Pattern Recognition: 36th German Conference (GCPR), 2014
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, 2013
Meta-Gaussian information bottleneck
M. Rey, V. Roth
Advances in neural information processing systems (NeurIPS), 2012
Copula Mixture Model for Dependency-seeking Clustering
M. Rey, V. Roth
29th International Conference on Machine Learning (ICML), 2012
Copula Mixture Model for Dependency-seeking Clustering
M. Rey, V. Roth
NeurIPS workshop on Copulas in Machine Learning, 2011
HIV-Haplotype Inference using a Constraint based Dirichlet Process Mixture Model
S. Prabhakaran, M. Rey, O. Zagordi, N. Beerenwinkel, V. Roth
NeurIPS workshop on Machine Learning in Computational biology, 2010