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network

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

network appears in the code Syntology harvested for 10 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 2 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 network 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 2 of the 14 distinct code bodies named network; 12 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
2ran
12unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 14 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; 14 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
DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation 17 Mar 2024 Wu0409/DuPL/model/model_dupl.py 7e12aade84d2bf0d unverified no licence file found · pointer only
Training Coupled Phase Oscillators as a Neuromorphic Platform using Equilibrium Propagation 13 Feb 2024 ClaraWanjura/neuroscatter/fashionMNIST/fc_ANN_large.py 08cb9c17df630f81 ran MIT (permissive)
Training Coupled Phase Oscillators as a Neuromorphic Platform using Equilibrium Propagation 13 Feb 2024 ClaraWanjura/neuroscatter/fashionMNIST/fc_ANN_large_linear.py ff527f8ce8bec718 unverified MIT (permissive)
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning 18 Aug 2023 TamashaM/NAPA-VQ/NAPAVQ.py 3fe47e9cc6282100 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Token Contrast for Weakly-Supervised Semantic Segmentation 2 Mar 2023 rulixiang/ToCo/model/model_seg_neg.py b2fad439f66a7a9f unverified no licence file found · pointer only
Learned Turbulence Modelling with Differentiable Fluid Solvers: Physics-based Loss-functions and Optimisation Horizons 14 Feb 2022 tum-pbs/differentiable-piso/PhiFlow/demos/simple_tfmodel.py 1cd877dc5a19672d unverified MIT (permissive)
MARTHE: Scheduling the Learning Rate Via Online Hypergradients 18 Oct 2019 awslabs/adatune/adatune/network.py 0e72a2b0c495ab6f unverified Apache-2.0 (permissive)
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale 8 Jul 2019 pyprob/pyprob/pyprob/diagnostics.py ee98b066956e3707 unverified BSD-2-Clause (permissive)
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale 8 Jul 2019 probprog/pyprob/pyprob/diagnostics.py 845f4ffa375f90cf unverified BSD-2-Clause (permissive)
Deeper Connections between Neural Networks and Gaussian Processes Speed-up Active Learning 27 Feb 2019 LukasErlenbach/active_learning_bnn/source/models/bnn_model.py b1f3fa38d1f4d087 unverified MIT (permissive)
Noise Contrastive Priors for Functional Uncertainty 24 Jul 2018 brain-research/ncp/ncp/models/bbb.py fa50b4848175e660 unverified Apache-2.0 (permissive)
Noise Contrastive Priors for Functional Uncertainty 24 Jul 2018 brain-research/ncp/ncp/models/det.py 8be3852a7610c55b unverified Apache-2.0 (permissive)
Noise Contrastive Priors for Functional Uncertainty 24 Jul 2018 brain-research/ncp/ncp/models/det_mix_ncp.py 6e47e5845da92d6c unverified Apache-2.0 (permissive)
Learning without Forgetting 29 Jun 2016 geox-lab/cmn/LwF-CIFAR100/LwF.py da1b0e40683dca7a 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