[
  {
    "id": "dl3-c05-1",
    "type": "article",
    "title": "Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations",
    "author": [
      {
        "literal": "Francesco Locatello"
      },
      {
        "literal": "Stefan Bauer"
      },
      {
        "literal": "Mario Lucic"
      },
      {
        "literal": "Gunnar Rätsch"
      },
      {
        "literal": "Sylvain Gelly"
      },
      {
        "literal": "Bernhard Schölkopf"
      },
      {
        "literal": "Olivier Bachem"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2018
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/1811.12359",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "1811.12359"
  },
  {
    "id": "dl3-c05-2",
    "type": "article",
    "title": "Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning",
    "author": [
      {
        "literal": "Aapo Hyvarinen"
      },
      {
        "literal": "Hiroaki Sasaki"
      },
      {
        "literal": "Richard E. Turner"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2018
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/1805.08651",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "1805.08651"
  },
  {
    "id": "dl3-c05-3",
    "type": "article",
    "title": "Variational Autoencoders and Nonlinear ICA: A Unifying Framework",
    "author": [
      {
        "literal": "Ilyes Khemakhem"
      },
      {
        "literal": "Diederik P. Kingma"
      },
      {
        "literal": "Ricardo Pio Monti"
      },
      {
        "literal": "Aapo Hyvärinen"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2019
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/1907.04809",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "1907.04809"
  },
  {
    "id": "dl3-c05-4",
    "type": "article",
    "title": "Weakly-Supervised Disentanglement Without Compromises",
    "author": [
      {
        "literal": "Francesco Locatello"
      },
      {
        "literal": "Ben Poole"
      },
      {
        "literal": "Gunnar Rätsch"
      },
      {
        "literal": "Bernhard Schölkopf"
      },
      {
        "literal": "Olivier Bachem"
      },
      {
        "literal": "Michael Tschannen"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2020
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/2002.02886",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "2002.02886"
  },
  {
    "id": "dl3-c05-5",
    "type": "article",
    "title": "Towards Causal Representation Learning",
    "author": [
      {
        "literal": "Bernhard Schölkopf"
      },
      {
        "literal": "Francesco Locatello"
      },
      {
        "literal": "Stefan Bauer"
      },
      {
        "literal": "Nan Rosemary Ke"
      },
      {
        "literal": "Nal Kalchbrenner"
      },
      {
        "literal": "Anirudh Goyal"
      },
      {
        "literal": "Yoshua Bengio"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2021
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/2102.11107",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "2102.11107"
  },
  {
    "id": "dl3-c05-6",
    "type": "article",
    "title": "CITRIS: Causal Identifiability from Temporal Intervened Sequences",
    "author": [
      {
        "literal": "Phillip Lippe"
      },
      {
        "literal": "Sara Magliacane"
      },
      {
        "literal": "Sindy Löwe"
      },
      {
        "literal": "Yuki M. Asano"
      },
      {
        "literal": "Taco Cohen"
      },
      {
        "literal": "Efstratios Gavves"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2022
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/2202.03169",
    "container-title": "arXiv author manuscript",
    "note": "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.",
    "archive": "arXiv",
    "archive_location": "2202.03169"
  }
]