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compute_auroc

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

compute_auroc appears in the code Syntology harvested for 14 papers, as 12 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 5 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 compute_auroc 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 7 of the 12 distinct code bodies named compute_auroc; 5 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
2ran · fixture could not drive it
5ran
5unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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. 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
Understanding Autonomous Driving Datasets by Describing Differences between Image Subsets in Natural Language added by Syntology 2026-09 (from id) KIT-MRT/AD-Diff/components/ranker.py 45d2d6219284199f ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
CIAware-Bench: Benchmarking Control Intervention Awareness Across Frontier LLMs added by Syntology 2026-06 (from id) JoachimSchaeffer/CIAware-Bench/cia/analysis/metrics.py 0aa1c47293980174 ran no licence file found · pointer only
Domain-level metacognitive monitoring in frontier LLMs: A 33-model atlas added by Syntology 2026-05 (from id) synthiumjp/validity-scaling-llm/analysis/selective_prediction_analysis.py 209e6b034ddb8641 ran MIT (permissive)
FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection 15 Oct 2024 XeniaLLL/FOOGD-main/src/utils/accuracy.py 581a8583346c6d6e ran fingerprinted no licence file found · pointer only
Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings 14 Oct 2024 AdaptiveMotorControlLab/AROS/aros_node/evaluate.py 986e9e947c04d66f ran fingerprinted Apache-2.0 (permissive)
Monitoring Latent World States in Language Models with Propositional Probes 27 Jun 2024 jiahai-feng/prop-probes-iclr/src/coref/probes/evaluate.py c9fad5291f826959 ran · fixture could not drive it fingerprinted MIT (permissive)
Probabilities of Chat LLMs Are Miscalibrated but Still Predict Correctness on Multiple-Choice Q&A 20 Feb 2024 bplaut/softmax-probs-predict-llm-correctness/plotting_functions.py 4e2deaf4a017eea3 unverified MIT (permissive)
Describing Differences in Image Sets with Natural Language 5 Dec 2023 understanding-visual-datasets/visdiff/components/ranker.py 45d2d6219284199f ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Learning a Cross-modality Anomaly Detector for Remote Sensing Imagery 11 Oct 2023 jingtao-li-cver/uniadrs/metrics/auroc.py f0d319b4958b3d0f unverified no licence file found · pointer only
AtomSurf : Surface Representation for Learning on Protein Structures 28 Sep 2023 vincentx15/atom2d/atom2d/holoprot/pl_module.py 7ebaf20fa3e67c3d ran fingerprinted no licence file found · pointer only
Unsupervised Anomaly Localization with Structural Feature-Autoencoders 23 Aug 2022 felime/feature-autoencoder/fae/utils/evaluation.py a53a84989fef934c unverified MIT (permissive)
Training OOD Detectors in their Natural Habitats 7 Feb 2022 jkatzsam/woods_ood/CIFAR/plot_results.py 581a8583346c6d6e ran fingerprinted Apache-2.0 (permissive)
Types of Out-of-Distribution Texts and How to Detect Them 14 Sep 2021 uditarora/ood-text-emnlp/utils.py 72563a8679267472 unverified MIT (permissive)
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs 26 Feb 2019 sunnan191/evisec/detector.py 0544ac6dc2820f74 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