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Zero

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

Zero appears in the code Syntology harvested for 5 papers, as 8 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; 8 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 Zero 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 8 of the 8 distinct code bodies named Zero; 0 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
8ran
0unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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

5 papers shown of 5, 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
Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations 8 Jun 2023 hyeonjeongha/croze/zero_cost_methods/pruners/measures/croze.py a6fabdd3d9998eec ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
KNAS: Green Neural Architecture Search 26 Nov 2021 jingjing-nlp/knas/lib/models/cell_searchs/search_cells.py 241a3f0cda58125e ran fingerprinted MIT (permissive)
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression 25 May 2021 iamkanghyunchoi/ait/AutoReCon_AIT/model_generator.py 5a30505956439bef ran fingerprinted GPL-3.0 (copyleft) · pointer only
Geometry-Aware Gradient Algorithms for Neural Architecture Search 16 Apr 2020 NivNayman/XNAS/model.py bc41443a9046202e ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 sinamoradian/SNIP-NAS-2/model_search.py 0c8c2cf75802acb2 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
DARTS: Differentiable Architecture Search 24 Jun 2018 nikita270a/BayesianDARTS/models/search_cells.py 960cb4ae0bb7b06e ran fingerprinted MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 ky941122/darts-experiment/models/search_cells.py 40adb1723238c54f ran fingerprinted MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 anonNo2/MulTeacher-KD/models/search_cnn.py 157a9f2bb5c00947 ran fingerprinted no licence file found · pointer only

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