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maybe_num_nodes

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

maybe_num_nodes appears in the code Syntology harvested for 12 papers, as 3 distinct code bodies found in 12 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 maybe_num_nodes 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 3 distinct code bodies named maybe_num_nodes; 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
0ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 0 of the 12 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

12 papers shown of 12, newest first; 12 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
A novel Fourier Adjacency Transformer for advanced EEG emotion recognition 28 Feb 2025 YanhaoHuang23/FAT/Model/RGNN_model.py ef93260b5137f73b unverified MIT (permissive)
Open-Sora: Democratizing Efficient Video Production for All 29 Dec 2024 MindSpore-scientific/code-10/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
Normalizing Flows are Capable Generative Models 9 Dec 2024 MindSpore-scientific-2/code-10/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods 22 Nov 2024 astroming/GNNHE/ogbl-citation2_88.91_10runs/utils.py 76ea6d8c225e28b7 unverified MIT (permissive)
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning 13 Oct 2024 MindSpore-scientific/code-8/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings 25 Aug 2024 MindSpore-scientific-2/code-11/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
SignSGD with Federated Voting 25 Mar 2024 MindSpore-scientific/code-11/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
SVGDreamer: Text Guided SVG Generation with Diffusion Model 27 Dec 2023 MindSpore-scientific/code-13/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
LP-MusicCaps: LLM-Based Pseudo Music Captioning 31 Jul 2023 MindSpore-scientific-2/code-8/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach 23 Oct 2022 MindSpore-scientific/code-1/RGNN/model_simple.py ef93260b5137f73b unverified Apache-2.0 (permissive)
Climate Modeling with Neural Diffusion Equations 11 Nov 2021 jeehyunhwang/neural-diffusion-equation/utils.py f8832e2f4df6c3d9 unverified MIT (permissive)
SGCN:Sparse Graph Convolution Network for Pedestrian Trajectory Prediction 4 Apr 2021 lyqcom/sgcn/src/signedsageconvolution.py ef93260b5137f73b 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