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Residual

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

Residual appears in the code Syntology harvested for 24 papers, as 31 distinct code bodies found in 31 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 24 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 Residual 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 28 of the 31 distinct code bodies named Residual; 3 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
28ran
3unverified
24fingerprinted

Licence is a property of each copy, so it is counted per place: 11 of the 31 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

24 papers shown of 24, newest first; 31 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
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection 19 Mar 2024 zhangzjn/ader/model/realnet.py 9a28065e55579c87 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
G3DR: Generative 3D Reconstruction in ImageNet 1 Mar 2024 preddy5/G3DR/src/unet.py df64fd9fcc993ed7 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design 29 Jan 2024 ysj9909/SHViT/model/shvit.py 61f485bf32a93933 ran fingerprinted licence not identified · pointer only
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series 21 Oct 2023 emadeldeen24/TS-TCC/models/TC.py 8907e91277107509 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption 7 Sep 2023 sjtuplayer/few-shot-diffusion/model/big_unet.py d2f3f77a4605ff1f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention 11 May 2023 microsoft/cream/EfficientViT/classification/model/efficientvit.py a45e42ca02a983d1 ran fingerprinted MIT (permissive)
Alias-Free Convnets: Fractional Shift Invariance via Polynomial Activations 14 Mar 2023 hmichaeli/alias_free_convnets/models/convnext_afc.py 6ba599fd0d2e6b0d unverified no licence file found · pointer only
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense Prediction 9 Jan 2023 yangyangxu0/DeMT/src/model/heads/demt_head.py 617fc5cd462c22cf ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Building Normalizing Flows with Stochastic Interpolants 30 Sep 2022 lucidrains/denoising-diffusion-pytorch/denoising_diffusion_pytorch/continuous_time_gaussian_diffusion.py 15688e453e256aa5 ran fingerprinted MIT (permissive)
Masked Autoencoders that Listen 13 Jul 2022 rishikksh20/AudioMAE-pytorch/audio_mae.py c824fe1a650a3f66 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 lucidrains/CoCa-pytorch/coca_pytorch/coca_pytorch.py 5fab2dfc0a4ccb06 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 lucidrains/PaLM-pytorch/palm_pytorch/palm_pytorch.py b7ffedd1471cf6f7 ran fingerprinted MIT (permissive)
MaxViT: Multi-Axis Vision Transformer 4 Apr 2022 lucidrains/vit-pytorch/vit_pytorch/max_vit.py 636a208dabc2a711 ran fingerprinted MIT (permissive)
Exploring Temporal Coherence for More General Video Face Forgery Detection 15 Aug 2021 yinglinzheng/FTCN/model/classifier/time_transformer.py 780017fa8de2327d ran fingerprinted no licence file found · pointer only
Independent mechanism analysis, a new concept? 9 Jun 2021 lgresele/independent-mechanism-analysis/ima/residual.py 0ee799a2b1f48c9d unverified no licence file found · pointer only
Pay Attention to MLPs 17 May 2021 xmu-xiaoma666/External-Attention-pytorch/model/mlp/g_mlp.py 9cceceb3671335d7 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Pay Attention to MLPs 17 May 2021 lucidrains/g-mlp-pytorch/g_mlp_pytorch/g_mlp_pytorch.py 4b858823b3eccdd7 ran fingerprinted MIT (permissive)
Pay Attention to MLPs 17 May 2021 NydiaAI/g-mlp-tensorflow/gmlp/gmlp.py f9f191324f0a26fb ran fingerprinted no licence file found · pointer only
Rethinking BiSeNet For Real-time Semantic Segmentation 27 Apr 2021 Deci-AI/super-gradients/src/super_gradients/training/models/segmentation_models/stdc.py 9593929516a67196 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 2 Apr 2021 facebookresearch/LeViT/levit.py 2e3b4d9ce0862869 ran fingerprinted Apache-2.0 (permissive)
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 2 Apr 2021 gatech-eic/vitcod/Algorithm/levit/levit.py 37406361a9c395c4 unverified Apache-2.0 (permissive)
EfficientNetV2: Smaller Models and Faster Training 1 Apr 2021 jahongir7174/EfficientNetV2/nets/nn.py acb059769b4a4327 ran fingerprinted Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 kamalkraj/Vision-Transformer/model.py b308d5f20c384e2e ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation 19 Jul 2020 Elody-07/AWR-Adaptive-Weighting-Regression/model/hourglass.py 3c83c6ea69e1d449 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Neural Discrete Representation Learning 2 Nov 2017 ks2labs/modules/models/vqvae/model.py 230f3bafb927fa9b ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 tatp22/linformer-pytorch/linformer_pytorch/linformer_pytorch.py 44deaa19ec047717 ran fingerprinted MIT (permissive)
Semi-Supervised Classification with Graph Convolutional Networks 9 Sep 2016 nnaakkaaii/g2-MLP/gnn/src/models/networks/gcn_node.py 1f6d95f2dbf139ad ran · metamorphic tier: deterministic MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 hongkunsun/paratranscnn/model/transformer.py 1196df45d6af449e ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 Deci-AI/super-gradients/src/super_gradients/modules/skip_connections.py 9d84651c7de84c0b ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 Mayurji/Image-Classification-PyTorch/ResNet.py e134f388553c4c58 ran GPL-3.0 (copyleft) · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 swasun/VQ-VAE-images/src/residual.py 324b2aa4437c235c 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