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Swish

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

Swish appears in the code Syntology harvested for 30 papers, as 38 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 30 of the papers; 36 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 Swish 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 38 of the 38 distinct code bodies named Swish; 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
38ran
0unverified
36fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 38 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

30 papers shown of 30, newest first; 38 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 4 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
Prior-Guided Multi-Omic Transformers for Single-Cell Gene Regulatory Network Inference added by Syntology 2026-06 (from id) tianyang-x/EpiAwareNet_pub/epiaware/models/backbone.py 21cbbccf9d3bb6a3 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Holter-to-Sleep: AI-Enabled Repurposing of Single-Lead ECG for Sleep Phenotyping added by Syntology 2026-03 (from id) xdl1216/Holter-to-Sleep/sleep_staging/cnn/net1d.py f9f00b4a244cf5ec ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
ZeroSyl: Simple Zero-Resource Syllable Tokenization for Spoken Language Modeling added by Syntology 2026-02 (from id) nicolvisser/ZeroSyl/zerosyl/zerosyl.py 361f8f73bf615221 ran fingerprinted MIT (permissive)
Diffusion and Flow-based Copulas: Forgetting and Remembering Dependencies added by Syntology 2025-09 (from id) Huk-David/Diffusion-and-Flow-based-Copulas/Ref_copula.py 84af1b05111efddc ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Secure and Efficient Watermarking for Latent Diffusion Models in Model Distribution Scenarios 18 Feb 2025 REPO-EXP/DistriMark/encoder_decoder_pretrain/watermark_model.py 26aa13976346970b ran fingerprinted no licence file found · pointer only
Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement 22 Aug 2024 lingyzhu0101/UDU/src/models.py cd7a90fbdabd648f ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Robust Singing Voice Transcription Serves Synthesis 16 May 2024 RickyL-2000/ROSVOT/modules/rosvot/rosvot.py f39dafee9676bf95 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
DataDAM: Efficient Dataset Distillation with Attention Matching 29 Sep 2023 datadistillation/datadam/main_DataDAM.py 7266bcefd6533fab ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Training Energy-Based Normalizing Flow with Score-Matching Objectives 24 May 2023 chen-hao-chao/ebflow/real_world/ebflow/layers/coupling.py a20f619e2668bebb ran · metamorphic tier: deterministic no licence file found · pointer only
Multi-Scale Spatial Temporal Graph Convolutional Network for Skeleton-Based Action Recognition 27 Jun 2022 czhaneva/mst-gcn/model/AEMST_GCN.py f96addd2fbf1a9ff ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition 2 Jun 2022 upskyy/Squeezeformer/squeezeformer/model.py 1cb732add54f1736 ran fingerprinted Apache-2.0 (permissive)
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation 19 May 2022 voletiv/mcvd-pytorch/models/unet.py d0fc586d0b8f1592 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation 3 May 2022 mit-han-lab/litepose/lib/models/pose_efficient_hrnet.py 30a91d38f617160e ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Generating 3D Molecules for Target Protein Binding 19 Apr 2022 edapinenut/cbgbench/repo/models/autoregression/graphbp.py 8431aee6929c8eaf ran fingerprinted GPL-3.0 (copyleft) · pointer only
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection 19 Feb 2022 Foruck/OC-Immunity/model.py 92359874c5d1a6bc ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Projected GANs Converge Faster 1 Nov 2021 dome272/ProjectedGAN-pytorch/projected_gan.py 396c57f5f6d8edd7 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Controllable and Compositional Generation with Latent-Space Energy-Based Models 21 Oct 2021 RameenAbdal/StyleFlow/module/odefunc.py 786a3a61ba912ea9 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
EfficientNetV2: Smaller Models and Faster Training 1 Apr 2021 Klassikcat/project-NEXTLab-CNN-EfficientNet/EfficientNet_codestates/model/model.py d9cb72304c6ddff3 ran fingerprinted no licence file found · pointer only
MoViNets: Mobile Video Networks for Efficient Video Recognition 21 Mar 2021 Atze00/MoViNet-pytorch/movinets/models.py c246a91a55da902d ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Multi-attentional Deepfake Detection 3 Mar 2021 yoctta/multiple-attention/models/MAT.py 0fb7ab180e596005 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Equivariant message passing for the prediction of tensorial properties and molecular spectra 5 Feb 2021 learningmatter-mit/NeuralForceField/nff/nn/models/painn.py 7f836403bedf830d ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Learning Intuitive Physics with Multimodal Generative Models 12 Jan 2021 SAIC-MONTREAL/multimodal-dynamics/mmdyn/pytorch/models/vae.py 14e06e2db08f4665 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Group Equivariant Stand-Alone Self-Attention For Vision 2 Oct 2020 dwromero/g_selfatt/g_selfatt/nn/group_self_attention.py a3342b2b45206cdd ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 sak-h/pytorch-Denoising-Diffusion-Probabilistic-Models/models/ddpm.py 640816aac68f1f8f ran fingerprinted no licence file found · pointer only
Learning Latent Space Energy-Based Prior Model 15 Jun 2020 bpucla/latent-space-EBM-prior/train_celeba_128.py da8f7cc95b748c33 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 keonlee9420/Comprehensive-Transformer-TTS/model/transformers/transformer_fs2.py 503cd450156c2a84 ran MIT (permissive)
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 26 Mar 2020 osmr/pytorchcv/pytorchcv/models/raft.py 6152b289f1a1e079 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 JacobM184/EfficientNet-for-Gun-detection/BB.py e6a10ca15fc11ae2 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 chrisqqq123/FA-Dist-EfficientNet/models/efficientnet.py 75f27b8c7fec5a95 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 zsef123/EfficientNets-PyTorch/models/effnet.py 1b5e656b7306390c ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 abhuse/pytorch-efficientnet/efficientnet.py 162b59d598cf2b8d ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 tsing-cv/EfficientNet-tensorflow-eager/model.py 056a3c50f2525d95 ran fingerprinted no licence file found · pointer only
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 shijianjian/efficientnet-pytorch-3d/efficientnet_pytorch_3d/model.py 252e1eae260cbe75 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 Jintao-Huang/EfficientNet_PyTorch/models/efficientnet.py 66dc70278ea09595 ran fingerprinted Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 Mayurji/Image-Classification-PyTorch/EfficientNet.py 1339ce8e95475b4f ran · metamorphic tier: invariant fingerprinted GPL-3.0 (copyleft) · pointer only
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 rohitgr7/tvmodels/tvmodels/models/blocks/effnet_blocks.py 6a1c7184e78e8517 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 fengredrum/cnn-xla/models/resnet.py 2b2c42080e85bb07 ran fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 labmlai/annotated_deep_learning_paper_implementations/labml_nn/diffusion/ddpm/unet.py d17cab20a8fd62b7 ran · metamorphic tier: invariant fingerprinted 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