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normalize_fn

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

normalize_fn appears in the code Syntology harvested for 11 papers, as 5 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 11 of the papers; 4 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 normalize_fn 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 5 distinct code bodies named normalize_fn; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
1ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
3ran
0unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 11 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

11 papers shown of 11, newest first; 11 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 1 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
Random Logit Scaling: Defending Deep Neural Networks Against Black-Box Score-Based Adversarial Example Attacks added by Syntology 2026-07 (from id) HamidDasht/RLS-adversarial-defense/utils/model_loader.py aa397a3a5c14b31a ran fingerprinted MIT (permissive)
AdvQDet: Detecting Query-Based Adversarial Attacks with Adversarial Contrastive Prompt Tuning 4 Aug 2024 xinwong/advqdet/acpt/utils.py 8bc8b691d2e94f84 ran · violated contract fingerprinted no licence file found · pointer only
MeanSparse: Post-Training Robustness Enhancement Through Mean-Centered Feature Sparsification 9 Jun 2024 spin-umass/meansparse/CIFAR10_Linfinity/RaWRN-70-16/MeanSparse_robustarch_wide_resnet.py 0e0f66ffb7a61530 ran fingerprinted no licence file found · pointer only
LipSim: A Provably Robust Perceptual Similarity Metric 27 Oct 2023 saraghazanfari/lipsim/lipsim/core/attack/ssa_attack.py d0667bab2c0d4bd8 ran no licence file found · pointer only
Combating Representation Learning Disparity with Geometric Harmonization 26 Oct 2023 MediaBrain-SJTU/Geometric-Harmonization/resnet.py 0e0f66ffb7a61530 ran fingerprinted MIT (permissive)
Federated Incremental Semantic Segmentation 10 Apr 2023 JiahuaDong/FISS/utils/regularizer.py de93092939935cb0 ran · honoured contract fingerprinted no licence file found · pointer only
Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness 22 Jul 2022 identical code first harvested elsewhere 8bc8b691d2e94f84 ran · violated contract fingerprinted licence of this copy not recorded
Composite Adversarial Attacks 10 Dec 2020 vtddggg/CAA/test_attacker.py 8bc8b691d2e94f84 ran · violated contract fingerprinted Apache-2.0 (permissive)
Poisoned classifiers are not only backdoored, they are fundamentally broken 18 Oct 2020 locuslab/breaking-poisoned-classifier/code/badnet/alexnet_fc7out.py 8bc8b691d2e94f84 ran · violated contract fingerprinted MIT (permissive)
OnlineAugment: Online Data Augmentation with Less Domain Knowledge 17 Jul 2020 zhiqiangdon/online-augment/models/normalize_mean_std.py 8bc8b691d2e94f84 ran · violated contract fingerprinted Apache-2.0 (permissive)
Hidden Trigger Backdoor Attacks 30 Sep 2019 UMBCvision/Hidden-Trigger-Backdoor-Attacks/alexnet_fc7out.py 8bc8b691d2e94f84 ran · violated contract 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