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Nonlinear Independent Component Analysis for Principled Disentanglement
  in Unsupervised Deep Learning

Nonlinear Independent Component Analysis for Principled Disentanglement in Unsupervised Deep Learning

29 March 2023
Aapo Hyvarinen
Ilyes Khemakhem
H. Morioka
    CML
    OOD
ArXivPDFHTML

Papers citing "Nonlinear Independent Component Analysis for Principled Disentanglement in Unsupervised Deep Learning"

7 / 7 papers shown
Title
Analyzing Generative Models by Manifold Entropic Metrics
Analyzing Generative Models by Manifold Entropic Metrics
Daniel Galperin
Ullrich Köthe
DRL
16
0
0
25 Oct 2024
Unsupervised Representation Learning from Sparse Transformation Analysis
Unsupervised Representation Learning from Sparse Transformation Analysis
Yue Song
Thomas Anderson Keller
Yisong Yue
Pietro Perona
Max Welling
DRL
29
0
0
07 Oct 2024
A Review of Change of Variable Formulas for Generative Modeling
A Review of Change of Variable Formulas for Generative Modeling
Ullrich Kothe
19
6
0
04 Aug 2023
Identifiability of latent-variable and structural-equation models: from
  linear to nonlinear
Identifiability of latent-variable and structural-equation models: from linear to nonlinear
Aapo Hyvarinen
Ilyes Khemakhem
R. Monti
CML
25
41
0
06 Feb 2023
Contrastive Learning Inverts the Data Generating Process
Contrastive Learning Inverts the Data Generating Process
Roland S. Zimmermann
Yash Sharma
Steffen Schneider
Matthias Bethge
Wieland Brendel
SSL
236
207
0
17 Feb 2021
A Survey on Neural Network Interpretability
A Survey on Neural Network Interpretability
Yu Zhang
Peter Tiño
A. Leonardis
K. Tang
FaML
XAI
137
656
0
28 Dec 2020
Multi-task self-supervised learning for Robust Speech Recognition
Multi-task self-supervised learning for Robust Speech Recognition
Mirco Ravanelli
Jianyuan Zhong
Santiago Pascual
P. Swietojanski
João Monteiro
J. Trmal
Yoshua Bengio
SSL
171
288
0
25 Jan 2020
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