Home › Code › Dataset

Dataset

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

Dataset appears in the code Syntology harvested for 14 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 8 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 Dataset 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 8 of the 14 distinct code bodies named Dataset; 6 are 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
0ran · fixture could not drive it
8ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 14 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

14 papers shown of 14, newest first; 14 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 3 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
Learning Under Treatment-Induced Label Indeterminacy with Expert Annotations of Counterfactual Outcomes: A Case Study in Neurological Prognostication added by Syntology 2026-08 (from id) xiaobin-xs/learning-under-label-indeterminacy/src/evaluation/uncertain.py 84af608b6dea72aa ran MIT (permissive)
Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization added by Syntology 2026-05 (from id) HarryYoung2018/spade/spade/optimize.py 1fe070d1ecb71daf unverified MIT (permissive)
SecretFan: Synthesizing Realistic Data without Breaking Privacy added by Syntology 2026-02 (from id) LaPlei96/SecretFan/src/secretfan/generation/fan_generation.py f7a4c25efd04ed05 ran MIT (permissive)
DualCodec: A Low-Frame-Rate, Semantically-Enhanced Neural Audio Codec for Speech Generation 2025-05 (from id) jiaqili3/DualCodec/dualcodec/dataset/dataset.py dc6ecd768e01e65d unverified MIT (permissive)
Towards a Mechanistic Explanation of Diffusion Model Generalization 28 Nov 2024 plai-group/pspc/pspc/denoisers.py eb9bc2f6d4a0b703 ran licence not identified · pointer only
FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy 21 Feb 2023 woodenchild95/fl-simulator/client/fedspeed.py 763117dabc45a37d ran no licence file found · pointer only
TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data 12 Nov 2022 alan-turing-institute/privacy-sdg-toolbox/tapas/generators/generator.py 97bb588ddc4fce18 unverified MIT (permissive)
InforMask: Unsupervised Informative Masking for Language Model Pretraining 21 Oct 2022 NafisSadeq/InforMask/pretrain/dataset.py 10a9cbaf46838744 unverified no licence file found · pointer only
Private Synthetic Data for Multitask Learning and Marginal Queries 15 Sep 2022 amazon-research/relaxed-adaptive-projection/mechanisms/rap_pp.py 4cfb7c38939bbc13 unverified licence not identified · pointer only
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting 12 Mar 2022 tsingqguo/misf/src/misf.py 688f3ec6a92f1d08 ran no licence file found · pointer only
Iterative Methods for Private Synthetic Data: Unifying Framework and New Methods 14 Jun 2021 terranceliu/pmw-pub/mbi/inference.py 6c76176ca38b93e8 unverified no licence file found · pointer only
AutoQA: From Databases To QA Semantic Parsers With Only Synthetic Training Data 9 Oct 2020 stanford-oval/genienlp/genienlp/tasks/almond_task.py b455c27f6b438cf5 ran licence not identified · pointer only
Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures 27 Feb 2020 chauhanjatin10/GraphsFewShot/src/dataloader.py 97b06db12b226711 ran no licence file found · pointer only
arXiv:ijcai2025_0648 BW297/FACD/model/FACD.py 6e7a361bee49c7c5 ran 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