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initialize_exp

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

initialize_exp appears in the code Syntology harvested for 9 papers, as 8 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 0 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 initialize_exp 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 0 of the 8 distinct code bodies named initialize_exp; 8 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
0ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 9 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

9 papers shown of 9, newest first; 9 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
Approximating Matrix Functions with Deep Neural Networks and Transformers added by Syntology 2026-02 (from id) rahul3/LAWT/src/utils.py c4d4b0ccb9f71797 unverified licence not identified · pointer only
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction 2 Nov 2024 CRIPAC-DIG/Pin-Tuning/explight.py bd1d11411c769e6d unverified no licence file found · pointer only
The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology 17 Apr 2024 juangamella/causal-chamber-paper/case_studies/src/symbolicregression/utils.py 4b15c33783dc239e unverified MIT (permissive)
Bridging Vision and Language Spaces with Assignment Prediction 15 Apr 2024 park-jungin/vlap/src/utils.py ea7e4bf913916e30 unverified no licence file found · pointer only
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment 30 Jul 2023 zjukg/umaea/UMAEA/torchlight/logger.py 2d355acf020f9d60 unverified MIT (permissive)
Graph Sampling-based Meta-Learning for Molecular Property Prediction 29 Jun 2023 HICAI-ZJU/GS-Meta/explight.py bf30db74c9c63326 unverified MIT (permissive)
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid 29 Dec 2022 zjukg/MEAformer/torchlight/logger.py 2d355acf020f9d60 unverified MIT (permissive)
Pretrained Language Models are Symbolic Mathematics Solvers too! 7 Oct 2021 softsys4ai/differentiable-proving/src/utils.py c7bf75ed8696c79a unverified MIT (permissive)
Unsupervised Machine Translation Using Monolingual Corpora Only 31 Oct 2017 Babylonpartners/MultilingualFactorAnalysis/src/utils.py 21a3d4ec06ede4eb unverified Apache-2.0 (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