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l2normalize

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

l2normalize appears in the code Syntology harvested for 31 papers, as 5 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 29 of the papers; 3 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 l2normalize 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 3 of the 5 distinct code bodies named l2normalize; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
1ran · our draft was wrong
1ran · fixture could not drive it
0ran
2unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 32 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

31 papers shown of 31, newest first; 32 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; 5 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
Debiased Model-based Representations for Sample-efficient Continuous Control added by Syntology 2026-05 (from id) DAVIAN-Robotics/SimbaV2/scale_rl/agents/simbaV2/simbaV2_network.py 389268a2565736d5 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data 7 Oct 2024 yuan-yin/LEADS/utils.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification 6 Oct 2024 zhaorui-tan/L-Reg_NeurIPS24/GCD_PIM_with_L-Reg/pim_partitioning.py bedff51745d2cf84 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection 2024-09 (from id) tamlhp/dfd_benchmark/pytorch_model/self_attention.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial Network 29 Jul 2023 abstractteen/gan_ownership_verification/models/spectral_norm.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Learning Controllable Adaptive Simulation for Multi-resolution Physics 1 May 2023 snap-stanford/lamp/utils_model.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Edge-guided Multi-domain RGB-to-TIR image Translation for Training Vision Tasks with Challenging Labels 30 Jan 2023 rpmsnu/srgb-tir/networks.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Evaluating generative models in high energy physics 18 Nov 2022 rkansal47/MPGAN/mpgan/spectral_normalization.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Musika! Fast Infinite Waveform Music Generation 18 Aug 2022 marcoppasini/musika/layers.py 64460021c177d5c9 unverified MIT (permissive)
BadHash: Invisible Backdoor Attacks against Deep Hashing with Clean Label 1 Jul 2022 cgcl-codes/badhash/model/spectral_norm.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Kantorovich Strikes Back! Wasserstein GANs are not Optimal Transport? 15 Jun 2022 justkolesov/Wasserstein1Benchmark/src/models.py 17385c972432c94a unverified MIT (permissive)
MatteFormer: Transformer-Based Image Matting via Prior-Tokens 29 Mar 2022 identical code first harvested elsewhere bedff51745d2cf84 ran · our draft was wrong fingerprinted licence of this copy not recorded
Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks 28 Jan 2022 ajbrock/BigGAN-PyTorch/TFHub/biggan_v1.py 9b11458d7d1ec61c ran · violated contract fingerprinted MIT (permissive)
VCGAN: Video Colorization with Hybrid Generative Adversarial Network 26 Apr 2021 zhaoyuzhi/VCGAN/train/network_module.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait Editing 30 Oct 2020 tzt101/MichiGAN/models/networks/MaskGAN_networks.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting 9 Oct 2020 yuan-yin/APHYNITY/utils.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Controllable Orthogonalization in Training DNNs 2 Apr 2020 huangleiBuaa/ONI/ONI_PyTorch/GAN/spectral_normalization.py bedff51745d2cf84 ran · our draft was wrong fingerprinted BSD-2-Clause (permissive)
Positional Normalization 9 Jul 2019 Boyiliee/PONO/pytorch-MUNIT-PONO-MS/networks_pono.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion 28 Apr 2019 iSarmad/RL-GAN-Net/GAN/spectral.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Disentangled Representation Learning in Cardiac Image Analysis 22 Mar 2019 xxxliu95/RA_FA_Cardiac/models/sdnet_ada.py bedff51745d2cf84 ran · our draft was wrong fingerprinted no licence file found · pointer only
Structured Knowledge Distillation for Dense Prediction 11 Mar 2019 irfanICMLL/structure_knowledge_distillation/networks/spectral.py bedff51745d2cf84 ran · our draft was wrong fingerprinted BSD-2-Clause (permissive)
Image Inpainting via Generative Multi-column Convolutional Neural Networks 20 Oct 2018 shepnerd/inpainting_gmcnn/pytorch/model/layer.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Large Scale GAN Training for High Fidelity Natural Image Synthesis 28 Sep 2018 kidist-amde/biggan-pytorch/TFHub/biggan_v1.py 9b11458d7d1ec61c ran · violated contract fingerprinted MIT (permissive)
Free-Form Image Inpainting with Gated Convolution 10 Jun 2018 csqiangwen/DeepFillv2_Pytorch/network_module.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 christiancosgrove/pytorch-spectral-normalization-gan/spectral_normalization.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 koshian2/SNGAN/models/core_layers.py 9b11458d7d1ec61c ran · violated contract fingerprinted MIT (permissive)
SEGAN: Speech Enhancement Generative Adversarial Network 28 Mar 2017 santi-pdp/segan_pytorch/segan/models/spectral_norm.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:ijcai2025_0747 ChujieXu/CDPNet/layers/utils.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:aaai_25101 a4152684/KT-Net/net/networks/networks_gan.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:Guo_Intrinsic_Image_Harmonization_CVPR_2021_paper zhenglab/IntrinsicHarmony/models/harmony_networks.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:136780474 dengyecode/hourglassattention/model/external_function.py bedff51745d2cf84 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:136770443 cv-rits/ManiFest/networks/backbones/fsmunit.py bedff51745d2cf84 ran · our draft was wrong fingerprinted Apache-2.0 (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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