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LayerNorm2d

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

LayerNorm2d appears in the code Syntology harvested for 18 papers, as 20 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 15 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 LayerNorm2d 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 20 of the 20 distinct code bodies named LayerNorm2d; 0 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
20ran
0unverified
15fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 20 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

18 papers shown of 18, newest first; 20 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; 2 papers have no page here and are shown by arXiv id only. 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
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection added by Syntology 2026-06 (from id) cdh8285/TEP-SAM/models/sam_withToken.py 4308835d994760d5 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation added by Syntology 2026-05 (from id) xiaotianliu-dartmouth/Iterative_Refinement_Neural_Operator/models/model.py a5ebc7d017ccb99e ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
arXiv:2507.00698 2025-07 (from id) qhfan/MALA/classfication_release/model.py 5764aea227cd690b ran · metamorphic tier: invariant no licence file found · pointer only
M3ANet: Multi-scale and Multi-Modal Alignment Network for Brain-Assisted Target Speaker Extraction 31 May 2025 fchest/M3ANet/M3ANET.py 55a4c3d91ff8953f ran fingerprinted no licence file found · pointer only
DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling 16 May 2025 shallowdream204/dico/dico_models.py 5c4c0ac36b21d70a ran fingerprinted Apache-2.0 (permissive)
QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge 20 Mar 2025 shawnricecake/quart-depth/metric3d/mono/model/decode_heads/RAFTDepthNormalDPTDecoder5_quant.py 1a6b2908a95d686d ran · metamorphic tier: invariant no licence file found · pointer only
FoundationStereo: Zero-Shot Stereo Matching 17 Jan 2025 NVlabs/FoundationStereo/core/foundation_stereo.py 5cadecd58430ba24 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring 13 Jun 2024 INVOKERer/LoFormer/basicsr/models/archs/AdaRevID_arch.py 26e0e3b2df966dee ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Instruction-Guided Visual Masking 30 May 2024 2toinf/ivm/model/IVM.py 738b5dcde12052ba ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
UV-SAM: Adapting Segment Anything Model for Urban Village Identification 16 Jan 2024 tsinghua-fib-lab/uv-sam/modules/sam/modeling/sam.py b44d2d4c43f5956f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
PUCA: Patch-Unshuffle and Channel Attention for Enhanced Self-Supervised Image Denoising 16 Oct 2023 HyemiEsme/PUCA/src/model/PUCA.py 5447521fa8e4be8f ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Single Image Reflection Separation via Component Synergy 19 Aug 2023 mingcv/DSRNet/models/arch/dsrnet.py 8a82b2f718e05361 ran fingerprinted Apache-2.0 (permissive)
MogaNet: Multi-order Gated Aggregation Network 7 Nov 2022 Westlake-AI/MogaNet/models/moganet.py 080b40f8bc571c80 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond 21 Feb 2022 yangyucheng000/papercode-2/STViT-Mindspore-main/models/stvit.py 48cf1b51f86c6f57 ran Apache-2.0 (permissive)
A ConvNet for the 2020s 10 Jan 2022 frgfm/Holocron/holocron/models/classification/convnext.py 3851860b73cb71a9 ran fingerprinted Apache-2.0 (permissive)
A ConvNet for the 2020s 10 Jan 2022 mzeromiko/vmamba/analyze/convnexts4nd/convnext_timm.py d412faa4209a95a5 ran fingerprinted MIT (permissive)
A ConvNet for the 2020s 10 Jan 2022 pytorch/vision/torchvision/models/convnext.py a3e629aa4dc78889 ran BSD-3-Clause (permissive)
PIRenderer: Controllable Portrait Image Generation via Semantic Neural Rendering 17 Sep 2021 RenYurui/PIRender/generators/face_model.py fab12d0e4473f8b3 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
RegionViT: Regional-to-Local Attention for Vision Transformers 4 Jun 2021 IBM/RegionViT/regionvit/regionvit.py fb988c11d14bdbfc ran fingerprinted Apache-2.0 (permissive)
arXiv:aaai_28623 AlexZou14/VQCNIR/models/main_decode.py 510cc20489027467 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only

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