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Ilyes Khemakhem
Ilyes Khemakhem
PhD candidate, Gatsby Unit, UCL
Verified email at gatsby.ucl.ac.uk - Homepage
Title
Cited by
Cited by
Year
Variational Autoencoders and Nonlinear ICA: A Unifying Framework
I Khemakhem, DP Kingma, RP Monti, A Hyvärinen
The 23rd International Conference on Artificial Intelligence and Statistics …, 2020
5552020
ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA
I Khemakhem, RP Monti, DP Kingma, A Hyvärinen
34th Conference on Neural Information Processing Systems, 2020
952020
Causal autoregressive flows
I Khemakhem, R Monti, R Leech, A Hyvarinen
International conference on artificial intelligence and statistics, 3520-3528, 2021
932021
Ice-beem: Identifiable conditional energy-based deep models
I Khemakhem, DP Kingma, RP Monti, A Hyvärinen
Conference on Neural Information Processing Systems (NeurIPS 2020), 2020
262020
Nonlinear independent component analysis for principled disentanglement in unsupervised deep learning
A Hyvärinen, I Khemakhem, H Morioka
Patterns 4 (10), 2023
252023
Identifiability of latent-variable and structural-equation models: from linear to nonlinear
A Hyvärinen, I Khemakhem, R Monti
Annals of the Institute of Statistical Mathematics 76 (1), 1-33, 2024
172024
Autoregressive flow-based causal discovery and inference
RP Monti, I Khemakhem, A Hyvarinen
arXiv preprint arXiv:2007.09390, 2020
32020
Advances in identifiability of nonlinear probabilistic models
I Khemakhem
UCL (University College London), 2022
12022
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Articles 1–8