Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA

17 June 2021

Luc Lehéricy

Papers citing "Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA"

24 / 24 papers shown

Title
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 152 4 0 29 Oct 2024
Nonlinear Independent Component Analysis for Discrete-Time and Continuous-Time Signals A. Schell Harald Oberhauser 68 7 0 04 Feb 2021
Learning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE Ding Zhou Xue-Xin Wei DRL 120 81 0 09 Nov 2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 101 684 0 06 Nov 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen Denis A. Engemann Alexandre Gramfort 48 196 0 31 Jul 2020
Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding David A. Klindt Lukas Schott Yash Sharma Ivan Ustyuzhaninov Wieland Brendel Matthias Bethge Dylan M. Paiton CML 69 132 0 21 Jul 2020
Relative gradient optimization of the Jacobian term in unsupervised deep learning Luigi Gresele G. Fissore Adrián Javaloy Bernhard Schölkopf Aapo Hyvarinen DRL 31 22 0 26 Jun 2020
Deconvolution with unknown noise distribution is possible for multivariate signals Elisabeth Gassiat Sylvain Le Corff Luc Lehéricy 51 12 0 25 Jun 2020
Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series Hermanni Hälvä Aapo Hyvarinen OOD BDL CML 21 77 0 22 Jun 2020
Independent Innovation Analysis for Nonlinear Vector Autoregressive Process H. Morioka Hermanni Hälvä Aapo Hyvarinen 80 22 0 19 Jun 2020
ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA Ilyes Khemakhem R. Monti Diederik P. Kingma Aapo Hyvarinen CML 42 112 0 26 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 209 10,591 0 17 Feb 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 203 315 0 07 Feb 2020
Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method Pengzhou (Abel) Wu Kenji Fukumizu CML 52 26 0 07 Jan 2020
Variational Autoencoders and Nonlinear ICA: A Unifying Framework Ilyes Khemakhem Diederik P. Kingma Ricardo Pio Monti Aapo Hyvarinen OOD 51 578 0 10 Jul 2019
Causal Discovery with General Non-Linear Relationships Using Non-Linear ICA R. Monti Kun Zhang Aapo Hyvarinen CML 42 91 0 19 Apr 2019
Identifiability and consistent estimation of nonparametric translation hidden Markov models with general state space Elisabeth Gassiat Sylvain Le Corff Luc Lehéricy 47 9 0 04 Feb 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 96 1,451 0 29 Nov 2018
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning Aapo Hyvarinen Hiroaki Sasaki Richard Turner OOD CML 75 318 0 22 May 2018
Look, Listen and Learn Relja Arandjelović Andrew Zisserman SSL 80 900 0 23 May 2017
Frequentist Consistency of Variational Bayes Yixin Wang David M. Blei BDL 66 204 0 09 May 2017
Consistent order estimation for nonparametric Hidden Markov Models Luc Lehéricy 19 16 0 02 Jun 2016
Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA Aapo Hyvarinen H. Morioka CML OOD AI4TS 43 404 0 20 May 2016
Composing graphical models with neural networks for structured representations and fast inference Matthew J. Johnson David Duvenaud Alexander B. Wiltschko S. R. Datta Ryan P. Adams BDL OCL 64 483 0 20 Mar 2016