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pixel_norm

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

pixel_norm appears in the code Syntology harvested for 13 papers, as 11 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 5 of the code bodies carry 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 pixel_norm 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 5 of the 11 distinct code bodies named pixel_norm; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
1ran
6unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 16 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

13 papers shown of 13, newest first; 16 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, and the graph's for 3 papers added by Syntology. 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
QDSB: Quantized Diffusion Schrödinger Bridges added by Syntology 2026-05 (from id) mathefuchs/qdsb/ALAE/net.py a320e6151da0b774 ran fingerprinted MIT (permissive)
Variational Entropic Optimal Transport added by Syntology 2026-02 (from id) DrEternity/VarEOT/ALAE/net.py a320e6151da0b774 ran fingerprinted MIT (permissive)
Contact Wasserstein Geodesics for Non-Conservative Schrödinger Bridges added by Syntology 2025-11 (from id) ngushchin/LightSB/ALAE/net.py a320e6151da0b774 ran fingerprinted MIT (permissive)
Flow-Anchored Consistency Models 4 Jul 2025 ali-vilab/FACM/ldit/lightningdit.py 4ffded33c11b4d7f unverified Apache-2.0 (permissive)
Light and Optimal Schrödinger Bridge Matching 5 Feb 2024 skholkin/lightsb-matching/ALAE/net.py a320e6151da0b774 ran fingerprinted MIT (permissive)
Analyzing and Improving the Training Dynamics of Diffusion Models 5 Dec 2023 mmathew23/improved_edm/model_a.py a0d505b2d6c56221 unverified MIT (permissive)
ScaleLong: Towards More Stable Training of Diffusion Model via Scaling Network Long Skip Connection 20 Oct 2023 YichengDWu/tinyedm/src/tinyedm/networks.py 029abee41f338892 ran · our draft was wrong fingerprinted MIT (permissive)
Light Schrödinger Bridge 2 Oct 2023 ngushchin/lightsb/ALAE/net.py a320e6151da0b774 ran fingerprinted MIT (permissive)
Private Set Generation with Discriminative Information 7 Nov 2022 DingfanChen/Private-Set/utils/gan_models.py 2923c1cac02c9741 unverified MIT (permissive)
GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators 15 Jun 2020 DingfanChen/GS-WGAN/source/models.py 8806db0f5a8e90fe ran · our draft was wrong fingerprinted MIT (permissive)
MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks 14 Mar 2019 denizalperacar/MSG-GAN/src/custom.py 968fdef6839bc97b unverified MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 ariel415el/ALAE/dnn/models/ALAE.py 53cbc9807252d6bb ran · our draft was wrong fingerprinted no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 itsuki8914/stylegan-TensorFlow/model.py 23853da12048dc7b ran · violated contract fingerprinted no licence file found · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 LignumResearch/stylewood-model-usage/training/networks_progan.py 7097a717f49d5fcf unverified licence not identified · pointer only
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 comp-imaging-sci/pic-recon/stylegan2/training/networks_stylegan.py b2c9a27d23830a25 unverified MIT (permissive)
Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer 19 Jul 2018 ivanvovk/controllable-face-generation/modules.py a320e6151da0b774 ran fingerprinted MIT (permissive)

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