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Explainer

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

Explainer appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 1 of the code bodies carries 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 Explainer 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 6 of the 9 distinct code bodies named Explainer; 3 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
6ran
3unverified
1fingerprinted

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
From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context added by Syntology 2025-08 (from id) pbaghershahi/GSPELL/TAGE/tagexplainer.py c9d899319827f4ce ran · metamorphic tier: deterministic MIT (permissive)
D4Explainer: In-Distribution GNN Explanations via Discrete Denoising Diffusion 30 Oct 2023 graph-and-geometric-learning/d4explainer/explainers/diff_explainer.py 4e59a98458bb3be0 unverified MIT (permissive)
Tackling Shortcut Learning in Deep Neural Networks: An Iterative Approach with Interpretable Models 20 Feb 2023 batmanlab/ICML-2023-Route-interpret-repeat/src/codebase/Explainer/models/Gated_Logic_Net.py 1811ff5c9672a4f8 ran fingerprinted MIT (permissive)
Grounding Visual Representations with Texts for Domain Generalization 21 Jul 2022 mswzeus/GVRT/src/algorithms.py 86b1bebccd3af0d9 ran no licence file found · pointer only
Local Explanation of Dialogue Response Generation 11 Jun 2021 Pascalson/LERG/lerg/RG_explainers.py 68455dbef5068171 ran MIT (permissive)
Towards Rigorous Interpretations: a Formalisation of Feature Attribution 26 Apr 2021 deezer/functional_attribution/methods.py f694313af6e1b67f ran no licence file found · pointer only
Parameterized Explainer for Graph Neural Network 9 Nov 2020 flyingdoog/PGExplainer/codes/forgraph/Explainer.py 8a01a842b30f5c44 ran no licence file found · pointer only
Learning Important Features Through Propagating Activation Differences 10 Apr 2017 shaoshanglqy/shap-shapley/shap/explainers/deep/deep_tf.py 6cddc3a37d231206 unverified MIT (permissive)
Axiomatic Attribution for Deep Networks 4 Mar 2017 suinleelab/path_explain/path_explain/explainers/path_explainer_tf.py 543fdd3d86e7ad28 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