Construct · 1 fields · 1 citations

disentangled representation: a standalone construct

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Machine learning

a representation whose separate parts correspond to independent factors of variation, defined through symmetry transformations of the world.

In machine learning, disentangled representation refers to a representation whose separate parts correspond to independent factors of variation, defined through symmetry transformations of the world. This meaning comes from Higgins (2018) in arXiv.[1]

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Nearby constructs

learning6 fields · 14 citationsjingle · one name, six constructs representation7 fields · 9 citationsjingle · one name, six constructs symmetry4 fields · 5 citationsjingle · one word, four constructs

References

Higgins, I., Amos, D., Pfau, D., Racaniere, S., Matthey, L., Rezende, D., & Lerchner, A. (2018). Towards a Definition of Disentangled Representations. arXiv. https://doi.org/10.48550/arxiv.1812.02230

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