Methods › General › Regularization › GMVAE
Gaussian Mixture Variational Autoencoder
GMVAE
Introduced by Aurora Cobo Aguilera et al. in Regularizing Transformers With Deep Probabilistic Layers
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
GMVAE, or Gaussian Mixture Variational Autoencoder, is a stochastic regularization layer for transformers. A GMVAE layer is trained using a 700-dimensional internal representation of the first MLP layer. For every output from the first MLP layer, the GMVAE layer first computes a latent low-dimensional representation sampling from the GMVAE posterior distribution to then provide at the output a reconstruction sampled from a generative model.
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Physically Interpretable Representation and Controlled Generation for Turbulence Data 31 Jan 2025 · 0 repositories · arXiv:2502.02605
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MARTA: a model for the automatic phonemic grouping of the parkinsonian speech 19 Mar 2024 · 1 repository
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Latent Combinational Game Design 28 Jun 2022 · 0 repositories · arXiv:2206.14203
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Variational embedding of protein folding simulations using gaussian mixture variational autoencoders 27 Aug 2021 · 0 repositories · arXiv:2108.12493
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Regularizing Transformers With Deep Probabilistic Layers 23 Aug 2021 · 0 repositories · arXiv:2108.10764
Tasks archive 2025-07-28
7 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Dimensionality Reduction | 2 |
| Benchmarking | 1 |
| Classification | 1 |
| Decoder | 1 |
| Game Design | 1 |
| Metric Learning | 1 |
| Protein Folding | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections