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The Polarised Regime of identifiable Variational Autoencoders

Grzes, Marek, Bonheme, Lisa (2023) The Polarised Regime of identifiable Variational Autoencoders. In: The First Tiny Papers Track at the International Conference on Learning Representations (ICLR). . (KAR id:101233)

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The polarised regime of VAEs gives them a signature behaviour with specific strengths and weaknesses which are well-studied (Dai et al., 2017; Rolinek et al., 2019; Dai et al., 2020; Bonheme & Grzes, 2021). In this paper, we show that iVAEs also behave in a polarised regime and are thus likely to exhibit the same behaviour.

Item Type: Conference or workshop item (Paper)
Subjects: Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming, > QA76.87 Neural computers, neural networks
Divisions: Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing
Depositing User: Marek Grzes
Date Deposited: 11 May 2023 13:26 UTC
Last Modified: 11 May 2023 13:26 UTC
Resource URI: (The current URI for this page, for reference purposes)
Grzes, Marek:
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