Methods › General › Skip Connection Blocks › NVAE Generative Residual Cell
NVAE Generative Residual Cell
Introduced by Arash Vahdat et al. in NVAE: A Deep Hierarchical Variational Autoencoder
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The NVAE Generative Residual Cell is a skip connection block used as part of the NVAE architecture for the generator. The residual cell expands the number of channels E times before applying the depthwise separable convolution, and then maps it back to C channels. The design motivation was to help model long-range correlations in the data by increasing the receptive field of the network, which explains the expanding path but also the use of depthwise convolutions to keep a handle on parameter count.
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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A Variational AutoEncoder for Transformers with Nonparametric Variational Information Bottleneck 27 Jul 2022 · 0 repositories · arXiv:2207.13529
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Alleviating Adversarial Attacks on Variational Autoencoders with MCMC 18 Mar 2022 · 1 repository · arXiv:2203.09940
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Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values 3 Mar 2022 · 1 repository · arXiv:2203.01993
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NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection 8 Jan 2021 · 0 repositories · arXiv:2101.02908
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NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 · 10 repositories · arXiv:2007.03898Syntology ran 23 of 41 samples · 18 unverified · 23 pointer-only (licence)
Tasks archive 2025-07-28
9 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 |
|---|---|
| Image Generation | 2 |
| Adversarial Attack | 1 |
| Anomaly Detection | 1 |
| Decoder | 1 |
| Diversity | 1 |
| Time Series | 1 |
| Time Series Analysis | 1 |
| Time Series Anomaly Detection | 1 |
| Unconditional Image Generation | 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