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SE

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

SE appears in the code Syntology harvested for 13 papers, as 17 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 4 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 SE 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 12 of the 17 distinct code bodies named SE; 5 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
12ran
5unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 17 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; 17 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 2 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
DeepRed: an architecture for redshift estimation added by Syntology 2026-02 (from id) 1ArgoS1/PhotoZ/models.py f95c7d67eb1963c4 ran MIT (permissive)
Rethinking Nighttime Image Deraining via Learnable Color Space Transformation added by Syntology 2025-10 (from id) guanqiyuan/CST-Net/net_arch/model.py 959069f4477728f5 ran fingerprinted no licence file found · pointer only
Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective 27 Aug 2023 idephics/diffsamp/Codes/Deci_SparseT_Sph_SE.py f3ba183427dcfaa6 ran fingerprinted no licence file found · pointer only
Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective 27 Aug 2023 idephics/diffsamp/Codes/Diff_SparseT_Sph_SE.py 9a5633826b9619e2 ran fingerprinted no licence file found · pointer only
GhostNetV2: Enhance Cheap Operation with Long-Range Attention 23 Nov 2022 likyoo/GhostNetV2-PyTorch/ghostnetv2.py 3c1bd49a9cc3a99d ran no licence file found · pointer only
Global Context Vision Transformers 20 Jun 2022 nvlabs/gcvit/models/gc_vit.py c55dd199a66973af ran licence not identified · pointer only
Global Context Vision Transformers 20 Jun 2022 awsaf49/gcvit-tf/gcvit/models/gcvit.py bed567301fe24fc8 unverified MIT (permissive)
MaxViT: Multi-Axis Vision Transformer 4 Apr 2022 google-research/maxvit/maxvit/models/maxvit.py ee80113a460390fe unverified Apache-2.0 (permissive)
EfficientNetV2: Smaller Models and Faster Training 1 Apr 2021 jahongir7174/EfficientNetV2/nets/nn.py 57a73cdb3469e654 ran Apache-2.0 (permissive)
Transformer in Transformer 27 Feb 2021 huawei-noah/CV-Backbones/tnt_pytorch/tnt.py 3b5e96f71824e712 ran · metamorphic tier: deterministic no licence file found · pointer only
NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 NVlabs/NVAE/model.py 47f8add81ef809e7 ran · metamorphic tier: deterministic licence not identified · pointer only
NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 SerezD/NVAE-from-scratch/src/model.py 852119a74dcd01db ran fingerprinted MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 clovaai/rexnet/rexnetv1.py a2139a71a6db628d ran MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 facebookresearch/pycls/pycls/models/effnet.py 95c03329aef29a72 unverified MIT (permissive)
Searching for MobileNetV3 6 May 2019 PolinaDruzhinina/modelnet/models/mobilenetv3.py 2d9873a3665e1dd9 ran · metamorphic tier: deterministic no licence file found · pointer only
Aggregated Residual Transformations for Deep Neural Networks 16 Nov 2016 facebookresearch/pycls/pycls/models/anynet.py f9d0253b96476f29 unverified MIT (permissive)
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families 8 Jun 2015 karlnapf/kernel_exp_family/kernel_exp_family/kernels/develop/kernels.py 569bcdd97bd75b7e unverified BSD-3-Clause (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