Home › Code › Scale

Scale

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

Scale appears in the code Syntology harvested for 8 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 8 of the papers; 7 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 Scale 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 Scale; 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
7fingerprinted

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

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, and the graph's for 1 papers added by Syntology. 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
Independent Component Discovery in Temporal Count Data added by Syntology 2026-01 (from id) AlexandreChaussard/PLNICA/plntime/models/plnica.py b8654b91e191bd65 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Uni-Sign: Toward Unified Sign Language Understanding at Scale 25 Jan 2025 zechengli19/uni-sign/models.py 7794c2c5eccf86c7 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting 25 Apr 2024 jerpelhan/dave/models/dave.py 95013a850411e806 ran fingerprinted MIT (permissive)
INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer 4 Feb 2024 kasumigaoka-utaha/invit/utils/utils_for_model.py e0a166dca4c52b70 ran no licence file found · pointer only
GradInit: Learning to Initialize Neural Networks for Stable and Efficient Training 16 Feb 2021 zhuchen03/gradinit/gradinit_utils.py 176e910936966ec2 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation 11 Jan 2021 eth-sri/fnf/generative/flow.py 4834505619f1fbed ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes 17 May 2020 LaurenceA/bayesfunc/bayesfunc/inducing.py 75a98ca67b8584bf ran fingerprinted no licence file found · pointer only
Image Super-Resolution Using Very Deep Residual Channel Attention Networks 8 Jul 2018 ChaofWang/AWSRN/code/src/model/awsrn.py 1feb1832e4fe7f2e ran fingerprinted 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