TY  - UNPB
ID  - dl3-c05-1
TI  - Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations
AU  - Francesco Locatello
AU  - Stefan Bauer
AU  - Mario Lucic
AU  - Gunnar Rätsch
AU  - Sylvain Gelly
AU  - Bernhard Schölkopf
AU  - Olivier Bachem
PY  - 2018
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/1811.12359
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  - 

TY  - UNPB
ID  - dl3-c05-2
TI  - Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning
AU  - Aapo Hyvarinen
AU  - Hiroaki Sasaki
AU  - Richard E. Turner
PY  - 2018
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/1805.08651
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  - 

TY  - UNPB
ID  - dl3-c05-3
TI  - Variational Autoencoders and Nonlinear ICA: A Unifying Framework
AU  - Ilyes Khemakhem
AU  - Diederik P. Kingma
AU  - Ricardo Pio Monti
AU  - Aapo Hyvärinen
PY  - 2019
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/1907.04809
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  - 

TY  - UNPB
ID  - dl3-c05-4
TI  - Weakly-Supervised Disentanglement Without Compromises
AU  - Francesco Locatello
AU  - Ben Poole
AU  - Gunnar Rätsch
AU  - Bernhard Schölkopf
AU  - Olivier Bachem
AU  - Michael Tschannen
PY  - 2020
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/2002.02886
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  - 

TY  - UNPB
ID  - dl3-c05-5
TI  - Towards Causal Representation Learning
AU  - Bernhard Schölkopf
AU  - Francesco Locatello
AU  - Stefan Bauer
AU  - Nan Rosemary Ke
AU  - Nal Kalchbrenner
AU  - Anirudh Goyal
AU  - Yoshua Bengio
PY  - 2021
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/2102.11107
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  - 

TY  - UNPB
ID  - dl3-c05-6
TI  - CITRIS: Causal Identifiability from Temporal Intervened Sequences
AU  - Phillip Lippe
AU  - Sara Magliacane
AU  - Sindy Löwe
AU  - Yuki M. Asano
AU  - Taco Cohen
AU  - Efstratios Gavves
PY  - 2022
T2  - arXiv author manuscript
UR  - https://arxiv.org/abs/2202.03169
N1  - Primary author record title, complete author list, submission history and abstract inspected through web tools on 2026-10-28. Full proof and benchmark execution not independently checked.
ER  -