A Sober Look at the Unsupervised Learning of Disentangled Representations and 
their Evaluation

Locatello, Francesco; Bauer, Stefan; Lucic, Mario; Rätsch, Gunnar; Gelly, Sylvain; Schölkopf, Bernhard; Bachem, Olivier

doi:10.48550/arXiv.2010.14766

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A Sober Look at the Unsupervised Learning of Disentangled Representations and their Evaluation

Locatello, F., Bauer, S., Lucic, M., Rätsch, G., Gelly, S., Schölkopf, B., et al. (2020). A Sober Look at the Unsupervised Learning of Disentangled Representations and their Evaluation. Journal of Machine Learning Research, 21: 209. doi:10.48550/arXiv.2010.14766.

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Item Permalink: https://hdl.handle.net/21.11116/0000-000D-0624-4 Version Permalink: https://hdl.handle.net/21.11116/0000-000D-0625-3

Genre: Journal Article

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http://jmlr.org/papers/v21/19-976.html (Publisher version) Open Access Gold

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https://doi.org/10.48550/arXiv.2010.14766 (Preprint) Open Access Green

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Creators:
Locatello, Francesco¹, Author
Bauer, Stefan², Author
Lucic, Mario¹, Author
Rätsch, Gunnar¹, Author
Gelly, Sylvain¹, Author
Schölkopf, Bernhard², Author
Bachem, Olivier¹, Author

Affiliations:
1External Organizations, ou_persistent22
2Dept. Empirical Inference, Max Planck Institute for Intelligent Systems, Max Planck Society, ou_1497647

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Free keywords: Abt. Schölkopf

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Language(s): eng - English

Dates: Submitted: 2019-11Published Online: 2020-09

Publication Status: Published online

Pages: 62

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Rev. Type: Peer

Identifiers: BibTex Citekey: Locatelloetal20d
URI: https://jmlr.org/papers/v21/19-976.html
arXiv: 2010.14766
DOI: 10.48550/arXiv.2010.14766

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Title: Journal of Machine Learning Research

Source Genre: Journal

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Publ. Info: Brookline, MA : Microtome Publishing

Pages: - Volume / Issue: 21 Sequence Number: 209 Start / End Page: - Identifier: ISSN: 1532-4435
CoNE: https://pure.mpg.de/cone/journals/resource/111002212682020