DEFT: distilling entangled factors by preventing information diffusion

DOI10.1007/s10994-022-06134-7OpenAlexW3164173076MaRDI QIDQ2163258

Jin Zhou, Lin Wang, Jiantao, Chunxiuzi Liu, Fanqi Li, Bo Yang

Publication date: 10 August 2022

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2102.03986

zbMATH Keywords

information diffusioninformation bottleneckdisentanglementrepresentation learningVAE

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Uses Software

• GitHub
• dSprites
• InfoGAN
• DARLA

Cites Work

• Independent component analysis, a new concept?
• Information Theoretical Analysis of Multivariate Correlation
• Semi-supervised Learning in Causal and Anticausal Settings

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