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auc

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

auc appears in the code Syntology harvested for 21 papers, as 16 distinct code bodies found in 21 places (a place is one code body under one paper). At least one of them ran in 11 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 auc 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 6 of the 16 distinct code bodies named auc; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
2ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
3ran
10unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 21 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

21 papers shown of 21, newest first; 21 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 4 papers added by Syntology; 3 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
The Checking Problem What must be true before AI ships in a regulated firm added by Syntology 2026-07 (from id) dsauce/checking-problem/eval/analyse.py a61c8d2f2130466b ran fingerprinted licence not identified · pointer only
Diffusion Integrated Gradients: Controllable Path Generation for Flexible Feature Attribution added by Syntology 2026-06 (from id) pd90506/AGI/evaluation.py f612c23143fa7983 ran · violated contract fingerprinted no licence file found · pointer only
HomoFM: Deep Homography Estimation with Flow Matching added by Syntology 2026-01 (from id) hmf21/HomoFM/estimation.py b04b32c6a45e63eb unverified no licence file found · pointer only
Charting the Design Space of Neural Graph Representations for Subgraph Matching added by Syntology 2025-10 (from id) structlearning/neural-subm-design-space/GMN/evaluation.py 178cde1547585aa1 unverified no licence file found · pointer only
SeqPE: Transformer with Sequential Position Encoding 16 Jun 2025 ghrua/seqpe/image_seqpe/eval/cal_imagenet_c.py 7a93b4bf9b9553b9 ran · violated contract fingerprinted no licence file found · pointer only
XEdgeAI: A Human-centered Industrial Inspection Framework with Data-centric Explainable Edge AI Approach 16 Jul 2024 analytics-everywhere-lab/vqixai/explainer/metrics.py d26a95ab6145da6e ran fingerprinted no licence file found · pointer only
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models 2 May 2024 explainableml/concept_realignment/concept-realignment-experiments/plotting_utils.py 7a12116f11200608 ran MIT (permissive)
Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks 13 Jul 2023 mateuszbaransanok/TrustworthyAI/trustworthyai/utils/metrics.py 6f8a5d1694970c5a unverified no licence file found · pointer only
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound 5 Nov 2022 eclique/RISE/evaluation.py f612c23143fa7983 ran · violated contract fingerprinted MIT (permissive)
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation 13 Jun 2022 vegetebird/graphmlp/common/eval_cal.py fdc879ae10929e49 unverified MIT (permissive)
AugMax: Adversarial Composition of Random Augmentations for Robust Training 26 Oct 2021 VITA-Group/AugMax/augmax_modules/corruptions_IN.py 7a93b4bf9b9553b9 ran · violated contract fingerprinted MIT (permissive)
Identifying and Benchmarking Natural Out-of-Context Prediction Problems 25 Oct 2021 dmadras/nooch/src/nooch.py fc57d2f52876c2cc unverified BSD-3-Clause (permissive)
FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning 29 Apr 2021 juellsprott/graphair-reproducibility/models/fairgraph/utils/utils.py 90c475fc06ff234d unverified MIT (permissive)
Group-CAM: Group Score-Weighted Visual Explanations for Deep Convolutional Networks 25 Mar 2021 wofmanaf/Group-CAM/ins_del_gc.py f612c23143fa7983 ran · violated contract fingerprinted Apache-2.0 (permissive)
Efficient nonparametric statistical inference on population feature importance using Shapley values 16 Jun 2020 bdwilliamson/vimpy/vimpy/spvim.py b3b4f79c3ab9cdf9 ran · fixture could not drive it fingerprinted MIT (permissive)
Detecting Attended Visual Targets in Video 5 Mar 2020 ejcgt/attention-target-detection/utils/evaluation.py 4672566e034d749b unverified MIT (permissive)
Fast is better than free: Revisiting adversarial training 12 Jan 2020 aliborji/shapedefense/test_noise_robustness.py 7a93b4bf9b9553b9 ran · violated contract fingerprinted MIT (permissive)
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback 6 Oct 2015 abkds/r-ecommender/utils.py 8a2d50da5ce02f98 unverified MIT (permissive)
arXiv:aaai_26347 bytedance/LargeBatchCTR/utils.py 7a1db228afb97b79 unverified Apache-2.0 (permissive)
arXiv:Ren_Masked_Jigsaw_Puzzle_A_Versatile_Position_Embedding_for_Vision_Transformers_CVPR_2023_paper yhlleo/MJP/eval/cal_imagenet_c.py 7a93b4bf9b9553b9 ran · violated contract fingerprinted MIT (permissive)
arXiv:Liu_GEN_Pushing_the_Limits_of_Softmax-Based_Out-of-Distribution_Detection_CVPR_2023_paper XixiLiu95/GEN/benchmark.py a65e08c87c532004 unverified Apache-2.0 (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