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sample_data

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

sample_data appears in the code Syntology harvested for 15 papers, as 16 distinct code bodies found in 16 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 sample_data 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 16 distinct code bodies named sample_data; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
1ran
12unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 2 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

15 papers shown of 15, 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 1 papers added by Syntology; 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
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models added by Syntology 29 Sep 2025 scxue/advantage_weighted_matching/advantage_weighted_matching/dataset/merge_genevaltask.py eca464d584595994 unverified Apache-2.0 (permissive)
ACE-Step: A Step Towards Music Generation Foundation Model 2025-06 (from id) ace-step/ACE-Step/infer.py e4dd332afe7c6637 unverified Apache-2.0 (permissive)
Toxicity of the Commons: Curating Open-Source Pre-Training Data 29 Oct 2024 Pleias/toxic-commons/src/4.1_prepare_data.py 65351553ca1db78e unverified MIT (permissive)
Large-Scale Targeted Cause Discovery with Data-Driven Learning 29 Aug 2024 snu-mllab/targeted-cause-discovery/inference.py 56ea6aae53a146a1 unverified MIT (permissive)
Large-Scale Targeted Cause Discovery with Data-Driven Learning 29 Aug 2024 snu-mllab/targeted-cause-discovery/train/src/inference.py b8383eea50132f3b unverified MIT (permissive)
Local Causal Discovery with Linear non-Gaussian Cyclic Models 21 Mar 2024 markdana/local-ling-discovery/data_loader/sample_data.py d81335fb6c059e2a ran MIT (permissive)
Empirical Study on Updating Key-Value Memories in Transformer Feed-forward Layers 19 Feb 2024 qiuzh20/tuning-keys-v.s.-values/prompts.py a52305d9df6bf8f4 unverified MIT (permissive)
Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension 23 May 2023 moritzhaas/mind-the-spikes/train_spikysmooth_nns.py d5e547150d151fe8 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models 22 May 2023 rucaibox/ievalm-crs/src/model/utils.py 82d4d951d061c46e unverified MIT (permissive)
Graph Neural Networks for Link Prediction with Subgraph Sketching 30 Sep 2022 melifluos/subgraph-sketching/src/datasets/seal.py fd09cb2e05ebf840 unverified Apache-2.0 (permissive)
3DFaceShop: Explicitly Controllable 3D-Aware Portrait Generation 12 Sep 2022 junshutang/3DFaceShop/train_vae.py 76e5445b8839d546 ran · our draft was wrong no licence file found · pointer only
Clean-Label Backdoor Attacks on Video Recognition Models 6 Mar 2020 ShihaoZhaoZSH/Video-Backdoor-Attack/input_data.py 19178582a4611840 unverified Apache-2.0 (permissive)
DeepGCNs: Making GCNs Go as Deep as CNNs 15 Oct 2019 lightaime/deep_gcns/sem_seg/indoor3d_util.py 5b5f8b1b747b7afa unverified MIT (permissive)
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search 20 Sep 2019 jmg764/CodeSearchNet-Challenge/src/error_analysis.py 4071a311ada99ce3 unverified MIT (permissive)
Approximate Inference Turns Deep Networks into Gaussian Processes 5 Jun 2019 team-approx-bayes/dnn2gp/marglik.py 5d4db3aeca9aaf08 ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:aaai_6994 dlinzhao/JSNet/utils/indoor3d_util.py d5e2646148b5ce4e 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