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validation

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

validation appears in the code Syntology harvested for 15 papers, as 17 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 5 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 validation 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 17 distinct code bodies named validation; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 19 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

15 papers shown of 15, newest first; 19 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
Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms 10 Jan 2025 JayC1208/Q-MAML/mol_pretrain.py ff838c924b39c15f unverified MIT (permissive)
Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms 10 Jan 2025 JayC1208/Q-MAML/xyz_pretrain.py 7e39ffd238e68366 unverified MIT (permissive)
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection 16 Feb 2024 whr000001/dell/expert/inference.py 4d861dde8c1140a8 ran MIT (permissive)
Harvard Glaucoma Fairness: A Retinal Nerve Disease Dataset for Fairness Learning and Fair Identity Normalization 15 Jun 2023 luoyan407/harvard-gf/train_glaucoma_fair.py 0bac398df33d448d unverified MIT (permissive)
Sound Localization from Motion: Jointly Learning Sound Direction and Camera Rotation 20 Mar 2023 IFICL/SLfM/slfm/main_audio.py 86a4e8ccd2e033b5 unverified MIT (permissive)
Sound Localization from Motion: Jointly Learning Sound Direction and Camera Rotation 20 Mar 2023 IFICL/SLfM/slfm/main_camera.py e001d7497056ed09 unverified MIT (permissive)
MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization 28 Jan 2023 potsawee/mqag0/train_generation_qa.py 5ae113683c7bcf65 ran · honoured contract Apache-2.0 (permissive)
Towards Understanding and Mitigating Audio Adversarial Examples for Speaker Recognition 7 Jun 2022 speakerguard/speakerguard/adver_train.py 3e93d5999c91a2cb ran · honoured contract no licence file found · pointer only
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation 9 Feb 2022 GorkemP/labeled-images-for-ulcerative-colitis/train_classification_model_CV.py 6aed499775adb9c6 unverified MIT (permissive)
Structure from Silence: Learning Scene Structure from Ambient Sound 10 Nov 2021 IFICL/structure-from-silence/main_lincls.py 9dc949aa0bce60ae unverified MIT (permissive)
Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing 27 Aug 2021 MLforHealth/CausalDA/src/validation.py 85d5efbf0175a369 unverified MIT (permissive)
Imitating Unknown Policies via Exploration 13 Aug 2020 identical code first harvested elsewhere 5c68d61a253a334d ran · honoured contract licence of this copy not recorded
Imitating Unknown Policies via Exploration 13 Aug 2020 identical code first harvested elsewhere a90673e1d18b15a3 ran · honoured contract licence of this copy not recorded
Deep Learning for Automatic Pneumonia Detection 28 May 2020 tatigabru/kaggle-rsna/src/train_runner.py 7286ed34a1332306 unverified MIT (permissive)
Learning Neural Templates for Text Generation 30 Aug 2018 TobeyYang/S2S_Temp/gan.py 78be13a6d800db69 unverified Apache-2.0 (permissive)
Behavioral Cloning from Observation 4 May 2018 NathanGavenski/IUPE/models/policy.py 5c68d61a253a334d ran · honoured contract MIT (permissive)
Behavioral Cloning from Observation 4 May 2018 NathanGavenski/IUPE/models/idm.py a90673e1d18b15a3 ran · honoured contract MIT (permissive)
Squeeze-and-Excitation Networks 5 Sep 2017 mhorton19/CNN-Kernel-Attention/dot_product_generated_kernel_cnn.py c55fc48c6a7bd00e unverified no licence file found · pointer only
Distributional Smoothing with Virtual Adversarial Training 2 Jul 2015 ciolo/Sentiment-Analisys/train_and_evaluate.py 37add9083e98f27a unverified 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