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create_initializer

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

create_initializer appears in the code Syntology harvested for 10 papers, as 9 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 2 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 create_initializer 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 3 of the 9 distinct code bodies named create_initializer; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
1ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 11 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; 11 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; 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
BlackboxBench: A Comprehensive Benchmark of Black-box Adversarial Attacks 2023-12 (from id) SCLBD/BlackboxBench/query/models/wrn.py 4353c13e1b7f389e ran licence not identified · pointer only
Bidirectional Looking with A Novel Double Exponential Moving Average to Adaptive and Non-adaptive Momentum Optimizers 2 Jul 2023 chernyn/admeta-optimizer/admeta-code/admeta-cifar/pytorch_image_classification/models/initializer.py 6ebe71d5f25ff7ba unverified BSD-2-Clause (permissive)
Variational Neural Networks 4 Jul 2022 iliiliiliili/vnn-jax-enn/enn/networks/vnn.py a4fce2ea92afbddb unverified Apache-2.0 (permissive)
SPEAR : Semi-supervised Data Programming in Python 1 Aug 2021 decile-team/spear/spear/Implyloss/networks.py ea3b6a2cd138e70a unverified MIT (permissive)
MERLOT: Multimodal Neural Script Knowledge Models 4 Jun 2021 rowanz/merlot/utils/transformer.py e3981aa2fadfb2eb unverified MIT (permissive)
StructuralLM: Structural Pre-training for Form Understanding 24 May 2021 alibaba/AliceMind/StructuralLM/modeling.py 0a494585f68860d3 unverified Apache-2.0 (permissive)
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order 24 Apr 2020 huawei-noah/Pretrained-Language-Model/PMLM/interactive_conditional_samples_sincos_acrostic.py e3981aa2fadfb2eb unverified no licence file found · pointer only
Defending Against Neural Fake News 29 May 2019 agermanidis/OpenGPT-2/lm/modeling.py e3981aa2fadfb2eb unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Attention Is All You Need 12 Jun 2017 ricardordb/bert/modeling.py 7d9d897f84c8cc32 ran · our draft was wrong Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 appcoreopc/berty/modeling.py d21f8fba12f93fa9 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2021.acl-long.233 ACL2020SpellGCN/SpellGCN/modeling.py 19c2d04872f9bc0e unverified 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