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apply

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

apply appears in the code Syntology harvested for 10 papers, as 7 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 3 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 apply 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 1 of the 7 distinct code bodies named apply; 6 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
0ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 10 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; 10 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
Open-Sora 2.0: Training a Commercial-Level Video Generation Model in $200k 12 Mar 2025 hpcaitech/open-sora/opensora/datasets/sampler.py 6ddc087f93460147 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
When and How Does CLIP Enable Domain and Compositional Generalization? 13 Feb 2025 ndif-team/nnsight/src/nnsight/util.py 013ac77858f729a5 unverified MIT (permissive)
NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals 18 Jul 2024 jadenfiotto-kaufman/nnsight/src/nnsight/util.py 013ac77858f729a5 unverified MIT (permissive)
A foundation model for atomistic materials chemistry 2024-01 (from id) zincware/zntrack/zntrack/apply.py 0edf6444ae0ed639 unverified Apache-2.0 (permissive)
Better Safe than Sorry: Pre-training CLIP against Targeted Data Poisoning and Backdoor Attacks 5 Oct 2023 identical code first harvested elsewhere d36be288b124bd8b ran · our draft was wrong licence of this copy not recorded
Robust Contrastive Language-Image Pre-training against Data Poisoning and Backdoor Attacks 13 Mar 2023 identical code first harvested elsewhere d36be288b124bd8b ran · our draft was wrong licence of this copy not recorded
CyCLIP: Cyclic Contrastive Language-Image Pretraining 28 May 2022 goel-shashank/CyCLIP/utils/download.py d36be288b124bd8b ran · our draft was wrong no licence file found · pointer only
Fourier Neural Operator for Parametric Partial Differential Equations 18 Oct 2020 sala-group/autows-bench-101/datasets/domainnet/generate_dataset.py 07ee8af22f7425f5 unverified Apache-2.0 (permissive)
Dream to Control: Learning Behaviors by Latent Imagination 3 Dec 2019 KohMat/carracing-dreamer/dreamer/utils/apply.py 956ceb6333c8ac66 unverified MIT (permissive)
Query-Reduction Networks for Question Answering 14 Jun 2016 uwnlp/qrn/qa2hypo.py 614cd4ff5ed0b119 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