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SpectralNorm

Syntologyentry name in harvested coderead from the graph 2026-09-24

SpectralNorm appears in the code Syntology harvested for 9 papers, as 15 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 1 of the code bodies carries a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named SpectralNorm do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 12 of the 15 distinct code bodies named SpectralNorm; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
11ran
3unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 15 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

9 papers shown of 9, newest first; 15 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement 22 Aug 2024 lingyzhu0101/UDU/src/models.py 28f7a5c00218727e ran · our draft was wrong no licence file found · pointer only
Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs 11 Mar 2024 ml-postech/reverse-gnn/src/model_resgnn_rep.py 3ad606c7b21a06b0 ran no licence file found · pointer only
Neural Collage Transfer: Artistic Reconstruction via Material Manipulation 3 Nov 2023 northadventure/CollageRL/env/collage.py fb56e8949300284c ran licence not identified · pointer only
MatteFormer: Transformer-Based Image Matting via Prior-Tokens 29 Mar 2022 webtoon/matteformer/networks/encoders/MatteFormer.py e489b0e620c2827e ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Memory-guided Unsupervised Image-to-image Translation 12 Apr 2021 HsinYingLee/DRIT/src/model.py 43fb0d94c6f43e76 ran no licence file found · pointer only
GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators 15 Jun 2020 DingfanChen/GS-WGAN/source/models.py ce077451cdef92e9 ran MIT (permissive)
Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-Identification 10 Feb 2020 wangguanan/JSIA-ReID/core/networks.py a19c1e7fabfd2c4b unverified no licence file found · pointer only
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs 8 Jan 2020 Panda0406/Zero-shot-knowledge-graph-relational-learning/Networks.py 9567f5ebe9641be4 ran no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 karolrogozinski/cern_alice_fast_sim_corrvae/utils/spectral_norm_fc.py eee46d1790d3fc3d ran no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 meg965/pytorch-rl/Layers/Spectral_norm.py c11fdae8c1eaa067 ran · metamorphic tier: deterministic no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 koshian2/SNGAN/models/core_layers.py a587e964e3b73e7f ran · metamorphic tier: deterministic MIT (permissive)
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 hanyoseob/pytorch-sngan/layer.py 95f6381171e5b22f ran · metamorphic tier: deterministic no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 apnkv/nla_spectral_norm/spec_norm_diff.py eea0b4fc0256e64c ran fingerprinted no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 hinofafa/Self-Attention-HearthStone-GAN/spectral.py 5c6f3d4b49c16aa5 unverified no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 bayraktarbaris/SNGAN/spectral_normalization.py cb5d0b5f94066d27 unverified no licence file found · pointer only

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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