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cls_acc

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

cls_acc appears in the code Syntology harvested for 14 papers, as 5 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 0 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 cls_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 0 of the 5 distinct code bodies named cls_acc; 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
0ran · fixture could not drive it
0ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 15 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; 15 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 2 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
CARPRT: Class-Aware Zero-Shot Prompt Reweighting for Black-Box Vision-Language Models added by Syntology 2026-07 (from id) tmlr-group/CARPRT/utils.py f2a0a5061e7c204e unverified no licence file found · pointer only
Unlocking Few-Shot Capabilities in LVLMs via Prompt Conditioning and Head Selection added by Syntology 2026-03 (from id) gaopengcuhk/Tip-Adapter/utils.py f2a0a5061e7c204e unverified no licence file found · pointer only
Unlocking Few-Shot Capabilities in LVLMs via Prompt Conditioning and Head Selection added by Syntology 2026-03 (from id) ybendou/ProKeR/utils.py 7d02d5cb2c679f65 unverified Apache-2.0 (permissive)
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection 6 Jul 2025 0xFAFA/FA/utils.py f2a0a5061e7c204e unverified no licence file found · pointer only
SharpZO: Hybrid Sharpness-Aware Vision Language Model Prompt Tuning via Forward-Only Passes 26 Jun 2025 yifanycc/sharpzo/utils.py f2a0a5061e7c204e unverified MIT (permissive)
Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages 14 Mar 2025 FarinaMatteo/rethinking_fewshot_vlms/fs/twostage.py f2a0a5061e7c204e unverified MIT (permissive)
DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection 1 Jun 2024 WNJXYK/DeCoOp/utils/util_algo.py f2a0a5061e7c204e unverified MIT (permissive)
Leveraging Cross-Modal Neighbor Representation for Improved CLIP Classification 27 Apr 2024 ycaigogogo/cvpr24-coder/utils.py f2a0a5061e7c204e unverified no licence file found · pointer only
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models 26 Mar 2024 YBZh/DMN/dmn_main.py f2a0a5061e7c204e unverified MIT (permissive)
Enhancing Vision-Language Few-Shot Adaptation with Negative Learning 19 Mar 2024 zhangce01/dualadapter/utils.py f2a0a5061e7c204e unverified MIT (permissive)
Few-shot Learner Parameterization by Diffusion Time-steps 5 Mar 2024 yue-zhongqi/tif/inference/methods/utils.py 9e8ac1cb3c9bd571 unverified no licence file found · pointer only
Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models 27 Nov 2022 breakend/selfdestructingmodels/losses.py 6f267b477822c370 unverified MIT (permissive)
PLOT: Prompt Learning with Optimal Transport for Vision-Language Models 3 Oct 2022 CHENGY12/PLOT/plot-adapter/utils.py f2a0a5061e7c204e unverified MIT (permissive)
Self-supervised Domain Adaptation for Computer Vision Tasks 25 Jul 2019 Jiaolong/self-supervised-da/utils/utils.py 6cb84574882c7a60 unverified MIT (permissive)
arXiv:ijcai2025_0115 Gwxer/Hierarchical-Adapter/tda_help.py f2a0a5061e7c204e 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