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normalize_batch

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

normalize_batch appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 2 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_batch 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 4 of the 9 distinct code bodies named normalize_batch; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
2ran
5unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 9 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; 9 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; 1 papers have no page here and are shown by arXiv id only. 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
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images 21 Apr 2025 jonathanbrok/manifold-induced-biases-for-zero-shot-and-few-shot-detection-of-generated-images/manifold_bias_criteria.py 08f764cd3913f27c ran · honoured contract fingerprinted no licence file found · pointer only
PromptSmooth: Certifying Robustness of Medical Vision-Language Models via Prompt Learning 29 Aug 2024 nhussein/promptsmooth/certify_zeroshot_plip.py d4f1a2b0f015e09e ran · fixture could not drive it no licence file found · pointer only
Belief-Enriched Pessimistic Q-Learning against Adversarial State Perturbations 6 Mar 2024 SliencerX/Belief-enriched-robust-Q-learning/atari_utils.py c0731c6888d80b74 ran no licence file found · pointer only
FreeCOS: Self-Supervised Learning from Fractals and Unlabeled Images for Curvilinear Object Segmentation 14 Jul 2023 TY-Shi/FreeCOS/base_model/contrastive_utils.py ae385850415f34bb ran fingerprinted no licence file found · pointer only
Learning to generate line drawings that convey geometry and semantics 23 Mar 2022 carolineec/informative-drawings/utils_pl.py 9a49c7512264eb68 unverified MIT (permissive)
Seismic Signal Denoising and Decomposition Using Deep Neural Networks 2018-11 (from id) wayneweiqiang/DeepDenoiser/deepdenoiser/data_reader.py 9d55208fc8141e58 unverified MIT (permissive)
Instance Normalization: The Missing Ingredient for Fast Stylization 27 Jul 2016 brightyoun/Video-Style-Transfer/utils.py 844101ff39c69346 unverified MIT (permissive)
Perceptual Losses for Real-Time Style Transfer and Super-Resolution 27 Mar 2016 oneTaken/pytorch_fast_style_transfer/utils.py 589c69c525831d56 unverified MIT (permissive)
arXiv:2022.emnlp-main.727 gzerveas/CODER/dataset.py e061bc68b9c41ca0 unverified BSD-3-Clause (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