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calc_acc

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

calc_acc appears in the code Syntology harvested for 10 papers, as 7 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 7 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 calc_acc 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 3 of the 7 distinct code bodies named calc_acc; 4 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
1ran · fixture could not drive it
2ran
4unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 11 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

10 papers shown of 10, newest first; 11 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. 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
IDEAW: Robust Neural Audio Watermarking with Invertible Dual-Embedding 2024-09 (from id) PecholaL/IDEAW/metrics.py 31e8a95ba219fe80 ran fingerprinted Apache-2.0 (permissive)
Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question-Localized Answering in Robotic Surgery 9 Aug 2024 longbai1006/surgical-vqlaplus/utils.py 19988d5d6c4a4d7c ran fingerprinted MIT (permissive)
Advancing Surgical VQA with Scene Graph Knowledge 15 Dec 2023 camma-public/ssg-qa/utils/utils.py 19988d5d6c4a4d7c ran fingerprinted no licence file found · pointer only
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery 22 Jul 2023 longbai1006/cs-vqla/utils/vqla.py 19988d5d6c4a4d7c ran fingerprinted MIT (permissive)
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery 11 Jul 2023 longbai1006/cat-vil/utils.py 19988d5d6c4a4d7c ran fingerprinted MIT (permissive)
Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery 19 May 2023 longbai1006/surgical-vqla/utils.py 19988d5d6c4a4d7c ran fingerprinted MIT (permissive)
SE-GSL: A General and Effective Graph Structure Learning Framework through Structural Entropy Optimization 17 Mar 2023 ringbdstack/se-gsl/src/appnp_main.py 54e8d9537a0bca12 ran · fixture could not drive it no licence file found · pointer only
Uncertainty-guided Source-free Domain Adaptation 16 Aug 2022 roysubhankar/uncertainty-sfda/cifar/main_cda.py 8eed95a2fb35fc66 unverified MIT (permissive)
Sound Localization by Self-Supervised Time Delay Estimation 26 Apr 2022 IFICL/stereocrw/utils/torch_utils.py e1dc20ea343147aa unverified MIT (permissive)
SORNet: Spatial Object-Centric Representations for Sequential Manipulation 8 Sep 2021 wentaoyuan/sornet/train_clevr.py baad60b39603aa26 unverified MIT (permissive)
SORNet: Spatial Object-Centric Representations for Sequential Manipulation 8 Sep 2021 wentaoyuan/sornet/train_leonardo.py 340a4f2d4088b73e 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