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restricted_float

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

restricted_float appears in the code Syntology harvested for 8 papers, as 7 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 5 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 restricted_float 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 4 of the 7 distinct code bodies named restricted_float; 3 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
0ran · fixture could not drive it
3ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 8 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

8 papers shown of 8, newest first; 8 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
AFBench: A Large-scale Benchmark for Airfoil Design 2024-06 (from id) hitcslj/Xfoil-cal/_utils.py 0e727f0c60eb459b ran no licence file found · pointer only
Stochastic Gradient Descent with Preconditioned Polyak Step-size 3 Oct 2023 fxrshed/scaledsps/utils.py 1c48a195f11c8ed0 ran no licence file found · pointer only
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers 18 Aug 2023 tdemin16/continual-layernorm-tuning/couple/configs/custom_types.py cad22a420d442cb1 ran Apache-2.0 (permissive)
Neural Message Passing for Visual Relationship Detection 8 Aug 2022 priba/nmp_qc/demos/demo_qm9_duvenaud.py 06ae24901264ad1a ran · our draft was wrong MIT (permissive)
Does Thermal data make the detection systems more reliable? 9 Nov 2021 neurai-lab/mmc/infer.py 986cd49e0ddec9da unverified MIT (permissive)
Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-based Image Retrieval 8 Mar 2019 AnjanDutta/sem-pcyc/src/utils.py ef3fd795d29c9ef9 unverified MIT (permissive)
Neural Message Passing for Quantum Chemistry 4 Apr 2017 identical code first harvested elsewhere 06ae24901264ad1a ran · our draft was wrong licence of this copy not recorded
Variations of the Similarity Function of TextRank for Automated Summarization 11 Feb 2016 WilliamKulp/textrank/summa/textrank.py 16543a6404e169bf 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