@misc{dl3-c05-1,
  title = {Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations},
  author = {Francesco Locatello and Stefan Bauer and Mario Lucic and Gunnar Rätsch and Sylvain Gelly and Bernhard Schölkopf and Olivier Bachem},
  year = {2018},
  url = {https://arxiv.org/abs/1811.12359},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {1811.12359},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}

@misc{dl3-c05-2,
  title = {Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning},
  author = {Aapo Hyvarinen and Hiroaki Sasaki and Richard E. Turner},
  year = {2018},
  url = {https://arxiv.org/abs/1805.08651},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {1805.08651},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}

@misc{dl3-c05-3,
  title = {Variational Autoencoders and Nonlinear ICA: A Unifying Framework},
  author = {Ilyes Khemakhem and Diederik P. Kingma and Ricardo Pio Monti and Aapo Hyvärinen},
  year = {2019},
  url = {https://arxiv.org/abs/1907.04809},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {1907.04809},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}

@misc{dl3-c05-4,
  title = {Weakly-Supervised Disentanglement Without Compromises},
  author = {Francesco Locatello and Ben Poole and Gunnar Rätsch and Bernhard Schölkopf and Olivier Bachem and Michael Tschannen},
  year = {2020},
  url = {https://arxiv.org/abs/2002.02886},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {2002.02886},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}

@misc{dl3-c05-5,
  title = {Towards Causal Representation Learning},
  author = {Bernhard Schölkopf and Francesco Locatello and Stefan Bauer and Nan Rosemary Ke and Nal Kalchbrenner and Anirudh Goyal and Yoshua Bengio},
  year = {2021},
  url = {https://arxiv.org/abs/2102.11107},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {2102.11107},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}

@misc{dl3-c05-6,
  title = {CITRIS: Causal Identifiability from Temporal Intervened Sequences},
  author = {Phillip Lippe and Sara Magliacane and Sindy Löwe and Yuki M. Asano and Taco Cohen and Efstratios Gavves},
  year = {2022},
  url = {https://arxiv.org/abs/2202.03169},
  howpublished = {arXiv author manuscript},
  archivePrefix = {arXiv},
  eprint = {2202.03169},
  note = {Cited author-manuscript edition; peer review is not inferred from arXiv}
}