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create_layer_basic

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

create_layer_basic appears in the code Syntology harvested for 19 papers, as 4 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 17 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 create_layer_basic 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 4 distinct code bodies named create_layer_basic; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
2unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 19 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

19 papers shown of 19, newest first; 19 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
DF-MoE: Generalizable Deepfake Detection via Multimodal Sparse Mixture-of-Experts added by Syntology 2026-08 (from id) vladhondru25/DF-MoE/face_parsing/resnet.py 325b8d54f52e2421 ran licence not identified · pointer only
Prediction Exposes Your Face: Black-box Model Inversion via Prediction Alignment 11 Jul 2024 zllrunning/face-parsing.PyTorch/resnet.py 325b8d54f52e2421 ran MIT (permissive)
Beyond Alignment: Blind Video Face Restoration via Parsing-Guided Temporal-Coherent Transformer 21 Apr 2024 kepengxu/PGTFormer/archs/pgtformer_arch.py 325b8d54f52e2421 ran no licence file found · pointer only
Make-Your-Anchor: A Diffusion-based 2D Avatar Generation Framework 25 Mar 2024 ictmcg/make-your-anchor/inference/resnet.py 325b8d54f52e2421 ran no licence file found · pointer only
Learning Dynamic Tetrahedra for High-Quality Talking Head Synthesis 27 Feb 2024 zhangzc21/DynTet/data_utils/face_parsing/resnet.py 325b8d54f52e2421 ran no licence file found · pointer only
CapHuman: Capture Your Moments in Parallel Universes 1 Feb 2024 vamosc/caphuman/libs/face_parsing/resnet.py 325b8d54f52e2421 ran no licence file found · pointer only
SyncTalk: The Devil is in the Synchronization for Talking Head Synthesis 29 Nov 2023 ZiqiaoPeng/SyncTalk/data_utils/face_parsing/resnet.py 325b8d54f52e2421 ran no licence file found · pointer only
CVTHead: One-shot Controllable Head Avatar with Vertex-feature Transformer 11 Nov 2023 howiema/cvthead/models/face_parsing.py 325b8d54f52e2421 ran no licence file found · pointer only
Efficient Region-Aware Neural Radiance Fields for High-Fidelity Talking Portrait Synthesis 18 Jul 2023 fictionarry/er-nerf/data_utils/face_parsing/resnet.py 325b8d54f52e2421 ran MIT (permissive)
GeneFace: Generalized and High-Fidelity Audio-Driven 3D Talking Face Synthesis 31 Jan 2023 yerfor/geneface/data_util/face_parsing/resnet.py 325b8d54f52e2421 ran MIT (permissive)
Real-time Neural Radiance Talking Portrait Synthesis via Audio-spatial Decomposition 22 Nov 2022 ashawkey/RAD-NeRF/data_utils/face_parsing/resnet.py 325b8d54f52e2421 ran MIT (permissive)
Diffusion Models already have a Semantic Latent Space 20 Oct 2022 kwonminki/Asyrp_official/losses/resnet.py 325b8d54f52e2421 ran MIT (permissive)
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers 4 Jun 2022 Darth-Kronos/PIDNet_TensorRT/models/others/resnet.py 92a9102d957a0f37 unverified MIT (permissive)
Stitch it in Time: GAN-Based Facial Editing of Real Videos 20 Jan 2022 rotemtzaban/STIT/models/seg_model_2.py 325b8d54f52e2421 ran MIT (permissive)
HeadNeRF: A Real-time NeRF-based Parametric Head Model 10 Dec 2021 crishy1995/headnerf/DataProcess/resnet.py 325b8d54f52e2421 ran no licence file found · pointer only
Content-Aware GAN Compression 6 Apr 2021 lychenyoko/content-aware-gan-compression/Util/content_aware_pruning.py c7601557922b3f9c ran · our draft was wrong MIT (permissive)
Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs 2 Nov 2020 XingangPan/GAN2Shape/gan2shape/parsing/resnet.py 325b8d54f52e2421 ran MIT (permissive)
EfficientDet: Scalable and Efficient Object Detection 20 Nov 2019 SharifElfouly/easy-model-zoo/easy_model_zoo/bisenet/bisenet.py c968417c62505b67 unverified MIT (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 affromero/SMILE/metrics/segmentation_model.py 325b8d54f52e2421 ran 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