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roc

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

roc appears in the code Syntology harvested for 10 papers, as 9 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 2 of the papers; 1 of the code bodies carries 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 roc 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 2 of the 9 distinct code bodies named roc; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
1ran · fixture could not drive it
0ran
7unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 12 places is 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

10 papers shown of 10, newest first; 12 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; 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
One note in three: a verified census of three deployed AI scribes, and the instrument that counted it added by Syntology 2026-08 (from id) composo-ai/omission-bench/anchors/wb_medec_analyze.py c55027e2e9dbd641 unverified MIT (permissive)
Are Diffusion Models Vulnerable to Membership Inference Attacks? 2 Feb 2023 jinhaoduan/secmi/mia_evals/secmia.py a1c7d50f62f751e4 ran · our draft was wrong fingerprinted MIT (permissive)
How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection 18 Jan 2023 lsc-1/pecola/lib/metrics.py 518d9f2cda25ff12 unverified MIT (permissive)
A Flexible Nadaraya-Watson Head Can Offer Explainable and Calibrated Classification 7 Dec 2022 alanqrwang/nwhead/util/metric.py a1df9ce58cc54811 ran · fixture could not drive it no licence file found · pointer only
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection 1 Mar 2022 zhangzjn/ocr-gan/lib/evaluate.py 33e98a8c363eb23b unverified MIT (permissive)
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection 25 Jan 2019 samet-akcay/skip-ganomaly/lib/evaluate.py a2c76c01c3578d6f unverified MIT (permissive)
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling 2018-10 (from id) MaigoAkisame/cmu-thesis/code/audioset/util_out.py 3cf447568262ce51 unverified MIT (permissive)
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling 2018-10 (from id) YashNita/Polyphonic-Sound-Event-Detection-with-Weak-Labeling-Dataset-given-/code/audioset/util_out.py 3aa4e3dd02f3e986 unverified MIT (permissive)
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training 17 May 2018 samet-akcay/ganomaly/lib/evaluate.py a2c76c01c3578d6f unverified MIT (permissive)
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training 17 May 2018 rickyHong/GANomaly-repl/lib/evaluate.py 726767c6e03cf190 unverified MIT (permissive)
arXiv:2022.findings-emnlp.497 lancopku/Avg-Avg/lib/metrics.py 518d9f2cda25ff12 unverified MIT (permissive)
arXiv:2022.findings-emnlp.47 lancopku/DAN/metrics.py 518d9f2cda25ff12 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