Methods › General › Adversarial Training › Singular Value Clipping
Singular Value Clipping
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Singular Value Clipping (SVC) is an adversarial training technique used by TGAN to enforce the 1-Lipschitz constraint of the WGAN objective. It is a constraint to all linear layers in the discriminator that satisfies the spectral norm of weight parameter W is equal or less than one. This means that the singular values of weight matrix are all one or less. Therefore singular value decomposition (SVD) is performed after a parameter update, replacing all the singular values larger than one with one, and the parameters are reconstructed with them. The same operation is applied to convolutional layers by interpreting a higher order tensor in weight parameter as a matrix Ŵ.
Papers archive 2025-07-28
3 shown of 3, 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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DTGAN: Differential Private Training for Tabular GANs 6 Jul 2021 · 0 repositories · arXiv:2107.02521
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Tabular GANs for uneven distribution 1 Oct 2020 · 1 repository · arXiv:2010.00638
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Temporal Generative Adversarial Nets with Singular Value Clipping 21 Nov 2016 · 4 repositories · arXiv:1611.06624Syntology ran 0 of 3 samples · 3 unverified
Tasks archive 2025-07-28
4 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 |
|---|---|
| Attribute | 1 |
| Image Generation | 1 |
| Tabular Data Generation | 1 |
| Video 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