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normalize_tensor

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

normalize_tensor appears in the code Syntology harvested for 47 papers, as 19 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 6 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 normalize_tensor 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 6 of the 19 distinct code bodies named normalize_tensor; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
3ran
13unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 48 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

47 papers shown of 47, newest first; 48 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; 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
ONRW: Optimizing inversion noise for high-quality and robust watermark added by Syntology 2026-01 (from id) 920927/ONRW/loss/deep_loss.py ef65c7ad511bfa66 unverified no licence file found · pointer only
arXiv:2506.23565 2025-06 (from id) Mingqj/OcRFDet/mmdet3d/models/detectors/ocrfdet_vggt.py f86411175d2ba466 unverified Apache-2.0 (permissive)
DiffO: Single-step Diffusion for Image Compression at Ultra-Low Bitrates 19 Jun 2025 freemasti/diffo/models/lpips_stable.py 1e781e3577e59f89 unverified no licence file found · pointer only
Improving Transformer World Models for Data-Efficient RL 3 Feb 2025 eloialonso/iris/src/models/tokenizer/tokenizer.py 4d9196e5759e6950 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Attentive Eraser: Unleashing Diffusion Model's Object Removal Potential via Self-Attention Redirection Guidance 17 Dec 2024 anonym0u3/attentiveeraser/evaluation/lpips.py 15df2c2c65353c11 unverified Apache-2.0 (permissive)
Video Seal: Open and Efficient Video Watermarking 12 Dec 2024 facebookresearch/videoseal/videoseal/losses/watson_vgg.py 0086e76caac76ff6 unverified MIT (permissive)
Arbitrary-steps Image Super-resolution via Diffusion Inversion 12 Dec 2024 zsyoaoa/invsr/latent_lpips/lpips.py 15df2c2c65353c11 unverified no licence file found · pointer only
Generative Modeling with Explicit Memory 11 Dec 2024 lins-lab/gmem/models/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted no licence file found · pointer only
LuSh-NeRF: Lighting up and Sharpening NeRFs for Low-light Scenes 11 Nov 2024 quzefan/LuSh-NeRF/lpips/lpips.py 61221a9686133a8c unverified MIT (permissive)
Transferable Adversarial Attacks on SAM and Its Downstream Models 26 Oct 2024 xiasong0501/grat/Sam_attack.py 1ad6a46df9edf55e unverified MIT (permissive)
RDEIC: Accelerating Diffusion-Based Extreme Image Compression with Relay Residual Diffusion 3 Oct 2024 huai-chang/rdeic/model/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted no licence file found · pointer only
MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders 27 Aug 2024 envision-research/mtmamba/evaluation/eval_normals.py eda4c531e76e3fa8 ran fingerprinted no licence file found · pointer only
WildGaussians: 3D Gaussian Splatting in the Wild 11 Jul 2024 jkulhanek/wild-gaussians/wildgaussians/_metrics_lpips.py 61221a9686133a8c unverified no licence file found · pointer only
What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks 27 Jun 2024 zylmozart/disentangle_graphhom/utils/train_utils.py 6784eb2b1dbf4455 ran fingerprinted MIT (permissive)
ControlVAR: Exploring Controllable Visual Autoregressive Modeling 14 Jun 2024 lxa9867/ControlVAR/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted no licence file found · pointer only
Image and Video Tokenization with Binary Spherical Quantization 11 Jun 2024 zhaoyue-zephyrus/bsq-vit/transcoder/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
On the Content Bias in Fréchet Video Distance 18 Apr 2024 songweige/tats/tats/modules/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
Multi-Task Dense Prediction via Mixture of Low-Rank Experts 26 Mar 2024 yuqiyang213/mlore/evaluation/eval_normals.py eda4c531e76e3fa8 ran fingerprinted no licence file found · pointer only
On the Utility of 3D Hand Poses for Action Recognition 14 Mar 2024 s-shamil/HandFormer/HandFormer/models/hf_pose.py 61e29634518807c2 ran · violated contract fingerprinted MIT (permissive)
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension 12 Mar 2024 zh460045050/V2L-Tokenizer/models/models_v2l.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted no licence file found · pointer only
BAGS: Blur Agnostic Gaussian Splatting through Multi-Scale Kernel Modeling 7 Mar 2024 snldmt/bags/lpips/lpips.py 61221a9686133a8c unverified Apache-2.0 (permissive)
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations 23 Jan 2024 mlvlab/DDMI/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
Attack-Resilient Image Watermarking Using Stable Diffusion 8 Jan 2024 zhanglijun95/ZoDiac/loss/watson_vgg.py 0086e76caac76ff6 unverified no licence file found · pointer only
Energy-Calibrated VAE with Test Time Free Lunch 7 Nov 2023 DJ-LYH/EC-VAE/loss/deep_loss.py ef65c7ad511bfa66 unverified no licence file found · pointer only
Energy-Calibrated VAE with Test Time Free Lunch 7 Nov 2023 DJ-LYH/EC-VAE/loss/watson_vgg.py 0086e76caac76ff6 unverified no licence file found · pointer only
Flow-based Distributionally Robust Optimization 30 Oct 2023 hamrel-cxu/flowdro/eval_mnist_models_torch.py 57058ab7109d577c ran fingerprinted MIT (permissive)
Fine-tuning can cripple your foundation model; preserving features may be the solution 25 Aug 2023 omegafragger/ldifs_code/loss/ldifs.py 15df2c2c65353c11 unverified MIT (permissive)
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Pairs 14 Aug 2023 wzhouxiff/restoreformerplusplus/RestoreFormer/modules/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Generative AI for Medical Imaging: extending the MONAI Framework 27 Jul 2023 project-monai/generativemodels/generative/losses/perceptual.py 4d9196e5759e6950 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation 23 May 2023 crossmodalgroup/maskedvectorquantization/modules/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
Parameter is Not All You Need: Starting from Non-Parametric Networks for 3D Point Cloud Analysis 14 Mar 2023 asalarpour/Point_GN/models/point_gn.py fd36ede5044ec409 unverified no licence file found · pointer only
Street-View Image Generation from a Bird's-Eye View Layout 11 Jan 2023 alexanderswerdlow/BEVGen/multi_view_generation/modules/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
BAD-NeRF: Bundle Adjusted Deblur Neural Radiance Fields 23 Nov 2022 WU-CVGL/BAD-NeRF/lpips/lpips.py 61221a9686133a8c unverified MIT (permissive)
DP-NeRF: Deblurred Neural Radiance Field with Physical Scene Priors 22 Nov 2022 dogyoonlee/dp-nerf/lpips/lpips.py 61221a9686133a8c unverified MIT (permissive)
Revisiting Heterophily For Graph Neural Networks 14 Oct 2022 SitaoLuan/ACM-GNN/ACM-Geometric/utils.py 3d6744ce51e1b5e3 unverified MIT (permissive)
CoordGAN: Self-Supervised Dense Correspondences Emerge from GANs 30 Mar 2022 NVlabs/CoordGAN/loss/lpips_loss.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression 21 Mar 2022 xiaosu-zhu/McQuic/mcquic/loss/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
One-Shot Adaptation of GAN in Just One CLIP 17 Mar 2022 anon96652/oneshotclip/metrics/ppl.py 15df2c2c65353c11 unverified MIT (permissive)
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding 15 Mar 2022 prismformore/InvPT/InvPT/evaluation/eval_normals.py eda4c531e76e3fa8 ran fingerprinted MIT (permissive)
SalFBNet: Learning Pseudo-Saliency Distribution via Feedback Convolutional Networks 7 Dec 2021 gqding/salfbnet/utils_fixation.py 0f5253c3d1492785 unverified MIT (permissive)
Exploration into Translation-Equivariant Image Quantization 1 Dec 2021 wcshin-git/te-vqgan/taming/modules/losses/lpips.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
Deblur-NeRF: Neural Radiance Fields from Blurry Images 29 Nov 2021 limacv/Deblur-NeRF/lpips/lpips.py 61221a9686133a8c unverified MIT (permissive)
Differentiable Drawing and Sketching 30 Mar 2021 jonhare/DifferentiableSketching/dsketch/experiments/shared/args_losses.py 15df2c2c65353c11 unverified BSD-3-Clause (permissive)
Automated Search for Resource-Efficient Branched Multi-Task Networks 24 Aug 2020 brdav/bmtas/src/utils.py a0de5b18efce4530 unverified MIT (permissive)
Stochastic Latent Residual Video Prediction 21 Feb 2020 edouardelasalles/srvp/metrics/lpips/loss.py 15df2c2c65353c11 unverified Apache-2.0 (permissive)
E-LPIPS: Robust Perceptual Image Similarity via Random Transformation Ensembles 10 Jun 2019 mkettune/elpips/elpips/pnetlin.py 975fbd033769b396 unverified BSD-2-Clause (permissive)
arXiv:Xu_Versatile_Diffusion_Text_Images_and_Variations_All_in_One_Diffusion_ICCV_2023_paper SHI-Labs/Versatile-Diffusion/lib/model_zoo/autokl_utils.py 7257fdf155f5ef45 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:136750141 Oceanlib/DBVI/DBVI_2x/model/block.py 7be84ddbb3f15aa8 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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