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model

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

model appears in the code Syntology harvested for 13 papers, as 16 distinct code bodies found in 16 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 model 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 7 of the 16 distinct code bodies named model; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
5ran
9unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 16 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

13 papers shown of 13, newest first; 16 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
GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype 6 May 2025 ChangxiChi/GRAPE/model.py a4154db17228c99f unverified no licence file found · pointer only
$\texttt{21cmLSTM}$: A Fast Memory-based Emulator of the Global 21 cm Signal with Unprecedented Accuracy 2024-10 (from id) jdorigojones/21cmLSTM/Global21cmLSTM/emulator_21cmGEM.py 62c73085b1c4ff9f ran MIT (permissive)
$\texttt{21cmLSTM}$: A Fast Memory-based Emulator of the Global 21 cm Signal with Unprecedented Accuracy 2024-10 (from id) jdorigojones/21cmLSTM/Global21cmLSTM/emulator_foreground_LST1.py 2bf4e41c8becbb0f ran MIT (permissive)
Unleashing Unlabeled Data: A Paradigm for Cross-View Geo-Localization 21 Mar 2024 liguopeng0923/UCVGL/train_crossview_sat.py b30c269e5604396b unverified no licence file found · pointer only
Physical Symbolic Optimization 6 Dec 2023 cavalab/srbench/algorithms/tir/regressor.py 84d87d1a85d1f4fa ran GPL-3.0 (copyleft) · pointer only
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging 6 Feb 2023 zhengchuanpan/increase/METR-LA/INCREASE/model.py 02685d7e1c34e48f unverified Apache-2.0 (permissive)
Exploration by Random Network Distillation 30 Oct 2018 jakegrigsby/supersonic/supersonic/models.py 4bd07d2275540030 ran · our draft was wrong no licence file found · pointer only
MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 etrommer/dcsr/src/dcsr/models/mnetv2.py c15a1fe2a5eec419 unverified GPL-3.0 (copyleft) · pointer only
Riemannian approach to batch normalization 27 Sep 2017 MinhyungCho/riemannian-batch-normalization/models.py dc3d2192f81072ab unverified MIT (permissive)
A Consistent Bayesian Formulation for Stochastic Inverse Problems Based on Push-forward Measures 2017-04 (from id) mpilosov/ConsistentBayes/examples/consistentbayes_example.py 1b84f0b392dbeca1 ran · violated contract fingerprinted MIT (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 MarvinTeichmann/KittiBox/submodules/utils/googlenet_load.py 665442a0da999129 unverified MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 ubamba98/Brain-Segmentation/utils/model.py 7235ef8f8d68bfab ran MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 aws-samples/amazon-sagemaker-edge-defect-detection-computer-vision/src/cloud/pipelines/semantic_segmentation/train_tf.py 140b138c3aaa0e0f unverified MIT-0 (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 JosephPB/XNet/UNet.py 516726ecff85d127 unverified no licence file found · pointer only
Going Deeper with Convolutions 17 Sep 2014 Jastot/Rodinka_Neural_Network/py_model/distributed/exp_distr_model.py 182b4c3ff5186c04 ran no licence file found · pointer only
Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 pat-coady/tiny_imagenet/src/train_pre_svm.py acce96ce47a8049b 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