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equalize_func

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

equalize_func appears in the code Syntology harvested for 17 papers, as 4 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 16 of the papers; 0 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 equalize_func 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 3 of the 4 distinct code bodies named equalize_func; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 7 of the 17 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

17 papers shown of 17, newest first; 17 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; 2 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
Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation 6 Jun 2025 liyih/CSCL/code/MultiModal-DeepFake-main/dataset/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization 25 Apr 2025 kesenzhao/uv-cot/omnilmm/model/omnilmm.py eb4f4c5587a11a2c ran · fixture could not drive it no licence file found · pointer only
VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation 9 Mar 2025 Hritikbansal/videophy/VIDEOPHY2/data_utils/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness 27 May 2024 openbmb/omnilmm/omnilmm/model/utils.py eb4f4c5587a11a2c ran · fixture could not drive it Apache-2.0 (permissive)
Focus Anywhere for Fine-grained Multi-page Document Understanding 23 May 2024 Ucas-HaoranWei/Vary/Vary-master/vary/model/plug/blip_process.py f5c4d23cd0722d0a ran no licence file found · pointer only
ToViLaG: Your Visual-Language Generative Model is Also An Evildoer 13 Dec 2023 victorup/ToViLaG/method/BLIP/transform/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it no licence file found · pointer only
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification 18 Dec 2023 elfenreigen/unichest/dataset/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
Reformulating Vision-Language Foundation Models and Datasets Towards Universal Multimodal Assistants 1 Oct 2023 thunlp/muffin/muffin/model/utils.py 4c53169f63a1fcef ran · fixture could not drive it no licence file found · pointer only
Detecting and Grounding Multi-Modal Media Manipulation and Beyond 25 Sep 2023 rshaojimmy/multimodal-deepfake/dataset/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it no licence file found · pointer only
Your Negative May not Be True Negative: Boosting Image-Text Matching with False Negative Elimination 8 Aug 2023 luminosityx/fne/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it GPL-3.0 (copyleft) · pointer only
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering 17 May 2023 xiaoman-zhang/PMC-VQA/src/MedVInT_TD/Dataset/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling 13 Feb 2023 rerv/uniadapter/transform/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it BSD-3-Clause recorded; this copy not marked cleared · pointer only
IDEA: Increasing Text Diversity via Online Multi-Label Recognition for Vision-Language Pre-training 12 Jul 2022 xinyu1205/idea-pytorch/dataset/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning 10 Feb 2022 lunaproject22/rpa/images/randaugment.py 6686455a295a4e15 unverified Apache-2.0 (permissive)
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 21 Jan 2020 CoinCheung/fixmatch-pytorch/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it MIT (permissive)
arXiv:aaai_28415 wuhy68/p-Adapter/transform/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:Li_Align_and_Prompt_Video-and-Language_Pre-Training_With_Entity_Prompts_CVPR_2022_paper salesforce/ALPRO/src/datasets/randaugment.py 4c53169f63a1fcef ran · fixture could not drive it 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