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spectral_norm

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

spectral_norm appears in the code Syntology harvested for 42 papers, as 34 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 10 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 spectral_norm 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 10 of the 34 distinct code bodies named spectral_norm; 24 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
9ran · our draft was wrong
0ran · fixture could not drive it
1ran
24unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 43 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

42 papers shown of 42, newest first; 43 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; 3 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
PROUD: PaRetO-gUided Diffusion Model for Multi-objective Generation 5 Jul 2024 EvaFlower/Pareto-guided-diffusion-model/CIFAR10/models/layers.py ff74d03497c41d4f ran no licence file found · pointer only
Few shot font generation via transferring similarity guided global style and quantization local style 2 Sep 2023 awei669/VQ-Font/model/generator.py e8ff56712f5536e3 ran · our draft was wrong MIT (permissive)
DPM-OT: A New Diffusion Probabilistic Model Based on Optimal Transport 21 Jul 2023 cognaclee/dpm-ot/models/layers.py ff74d03497c41d4f ran no licence file found · pointer only
Energy-guided Entropic Neural Optimal Transport 12 Apr 2023 petrmokrov/energy-guided-entropic-ot/src/models_utils.py 1bded705b21cb40a unverified MIT (permissive)
ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth 23 Feb 2023 thygate/stable-diffusion-webui-depthmap-script/inpaint/networks.py b189ed0149b76880 unverified MIT (permissive)
Controllability-Aware Unsupervised Skill Discovery 10 Feb 2023 artberryx/csd-public/baselines/her/discriminator.py ce82cd8ce37faf68 ran · our draft was wrong MIT (permissive)
One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning 30 Nov 2022 marc-rigter/1R2R/_1R2R/models/utils.py 633dcc6fe7c3ecc3 unverified MIT (permissive)
VideoReTalking: Audio-based Lip Synchronization for Talking Head Video Editing In the Wild 27 Nov 2022 vinthony/video-retalking/models/base_blocks.py fd3078970f44053c unverified Apache-2.0 (permissive)
ZITS++: Image Inpainting by Improving the Incremental Transformer on Structural Priors 12 Oct 2022 ewrfcas/zits-plusplus/networks/layers.py b189ed0149b76880 unverified Apache-2.0 (permissive)
Flow-Guided Transformer for Video Inpainting 14 Aug 2022 hitachinsk/FGT/FGT/models/temporal_patch_gan.py b189ed0149b76880 unverified MIT (permissive)
BadHash: Invisible Backdoor Attacks against Deep Hashing with Clean Label 1 Jul 2022 cgcl-codes/badhash/model/spectral_norm.py 80dbe040cd85c98b unverified MIT (permissive)
A Visual Navigation Perspective for Category-Level Object Pose Estimation 25 Mar 2022 wrld/visual_navigation_pose_estimation/models/networks/spectral_norm.py 9cf6a2515e727176 unverified MIT (permissive)
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting 12 Mar 2022 tsingqguo/misf/src/misf.py b189ed0149b76880 unverified no licence file found · pointer only
StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN 8 Mar 2022 FeiiYin/StyleHEAT/models/styleheat/base_function.py 26a6354827d68707 unverified MIT (permissive)
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions 8 Oct 2021 eleGAN23/QGAN/utils/Ops.py 855253f62eb9802c unverified MIT (permissive)
Node Feature Kernels Increase Graph Convolutional Network Robustness 4 Sep 2021 changminwu/robustgcn/utils.py a3cc8acba98ddd54 unverified MIT (permissive)
Memory-guided Unsupervised Image-to-image Translation 12 Apr 2021 HsinYingLee/DRIT/src/model.py 8de6eeebb8e3638f ran · our draft was wrong no licence file found · pointer only
Learning a Sketch Tensor Space for Image Inpainting of Man-made Scenes 28 Mar 2021 ewrfcas/MST_inpainting/src/layers.py b189ed0149b76880 unverified MIT (permissive)
Adversarial score matching and improved sampling for image generation 11 Sep 2020 AlexiaJM/AdversarialConsistentScoreMatching/models/layers.py ae04ffcb2b1c6911 unverified MIT (permissive)
Learning Joint Spatial-Temporal Transformations for Video Inpainting 20 Jul 2020 researchmm/STTN/core/spectral_norm.py 2fbfa7555a2ca4af unverified MIT (permissive)
HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large Motions 3 Jul 2020 nonu116/HDR-GAN/model/ops.py c170561e8e9f4daf unverified MIT (permissive)
Probabilistic Autoencoder 9 Jun 2020 vmboehm/pae-ablation/pae/util_2stageVAE_tf2.py 241e498a062673bc unverified Apache-2.0 (permissive)
ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text Generation 23 Mar 2020 Nikolai10/scrabble-gan/src/bigacgan/arch_ops.py 363120d7969455e6 unverified MIT (permissive)
Semantic Pyramid for Image Generation 13 Mar 2020 rosinality/semantic-pyramid-pytorch/model.py aeb6f9880804bbae ran · our draft was wrong MIT (permissive)
Understanding the Intrinsic Robustness of Image Distributions using Conditional Generative Models 1 Mar 2020 xiaozhanguva/Intrinsic-Rob/generative/src/spectral_normalization.py 20fc434ea449700f unverified MIT (permissive)
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs 8 Jan 2020 Panda0406/Zero-shot-knowledge-graph-relational-learning/Networks.py 888ee9112f09a515 ran · our draft was wrong no licence file found · pointer only
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs 8 Jan 2020 filco306/challenging-structural-assumptions/zeroshot/ZS-GAN/src/Networks.py 62c9fe5d63b1f6a7 ran · our draft was wrong MIT (permissive)
DoveNet: Deep Image Harmonization via Domain Verification 27 Nov 2019 bcmi/Image_Harmonization_Datasets/DoveNet/util/spectral_norm.py 1adba45be740369d unverified MIT (permissive)
Region Normalization for Image Inpainting 23 Nov 2019 geekyutao/RN/networks.py b189ed0149b76880 unverified MIT (permissive)
DIODE: A Dense Indoor and Outdoor DEpth Dataset 1 Aug 2019 rain58/boundary-aware-image-inpainting/src/gated.py b189ed0149b76880 unverified MIT (permissive)
Robust learning with implicit residual networks 24 May 2019 vreshniak/ImplicitResNet/implicitresnet/utils/spectral.py ef7537e73ef321a6 unverified MIT (permissive)
Implicit Generation and Generalization in Energy-Based Models 20 Mar 2019 rosinality/igebm-pytorch/model.py 03ec3fe00e3f7894 ran · our draft was wrong MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 perplexingpegasus/EarthLandscapeGAN/models/stylegan.py 9df804df8c071609 unverified no licence file found · pointer only
Adversarially Learned Anomaly Detection 6 Dec 2018 zahradehghanian97/rcalad/utils/sn.py dcc62ffe48727dfa unverified MIT (permissive)
Self-Supervised GANs via Auxiliary Rotation Loss 27 Nov 2018 vandit15/Self-Supervised-Gans-Pytorch/ops.py ba12c98b75e5b17a unverified MIT (permissive)
Spreading vectors for similarity search 8 Jun 2018 lsyhprum/brewess/lib/parametrizations.py 1a154a050293ebb3 unverified MIT (permissive)
Self-Attention Generative Adversarial Networks 21 May 2018 rosinality/sagan-pytorch/model.py a493780508978abe ran · our draft was wrong Apache-2.0 (permissive)
Image Inpainting for Irregular Holes Using Partial Convolutions 20 Apr 2018 cameltr/rgtsi/models/Discriminator.py b189ed0149b76880 unverified Apache-2.0 (permissive)
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 taki0112/Spectral_Normalization-Tensorflow/spectral_norm.py 4d8feb46b282de73 unverified MIT (permissive)
Progressive Growing of GANs for Improved Quality, Stability, and Variation 27 Oct 2017 rosinality/progressive-gan-pytorch/model.py 0ff5a15827759bd9 ran · our draft was wrong MIT (permissive)
arXiv:aaai_25475 IndigoPurple/DEQSCI/networks/Spectral_Normalize_chen.py 83a75664ed6facf1 unverified MIT (permissive)
arXiv:Jiang_Diffuse3D_Wide-Angle_3D_Photography_via_Bilateral_Diffusion_ICCV_2023_paper yutaojiang1/Diffuse3D/networks.py b189ed0149b76880 unverified MIT (permissive)
arXiv:136780474 dengyecode/hourglassattention/model/network.py e20778084b72b0e0 unverified 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".

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