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denormalize

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

denormalize appears in the code Syntology harvested for 64 papers, as 51 distinct code bodies found in 65 places (a place is one code body under one paper). At least one of them ran in 30 of the papers; 12 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 denormalize 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 20 of the 51 distinct code bodies named denormalize; 31 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
2ran · violated contract
4ran · our draft was wrong
3ran · fixture could not drive it
7ran
31unverified
12fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 65 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

64 papers shown of 64, newest first; 65 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 3 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
Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling added by Syntology 2026-05 (from id) JerCCC7/TRIAD/triad/model.py 2d094cdb029a3669 ran · our draft was wrong fingerprinted MIT (permissive)
Localize and Neutralize: Gradient-Guided Token Suppression Against Visual Prompt Injection Attack added by Syntology 2026-05 (from id) fish883/GTM-Defense/attack/qwen_attack.py 950e8a45a86aee7b ran no licence file found · pointer only
SfMamba: Efficient Source-Free Domain Adaptation via Selective Scan Modeling added by Syntology 2026-01 (from id) chenxi52/SfMamba/models/sfMamba.py 7896a351a26cc5c1 unverified no licence file found · pointer only
Mask Image Watermarking 17 Apr 2025 hurunyi/maskwm/inference.py 2d094cdb029a3669 ran · our draft was wrong fingerprinted MIT (permissive)
Scene-Centric Unsupervised Panoptic Segmentation 2 Apr 2025 visinf/cups/cups/utils.py 60c827a00b5a152a unverified Apache-2.0 (permissive)
MegaLoc: One Retrieval to Place Them All 24 Feb 2025 gmberton/VPR-methods-evaluation/vpr_models/utils.py 10c34609af1437f3 unverified MIT (permissive)
DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation 29 Nov 2024 vila-lab/delt/recover/utils.py 70d1e8cd2526f3ae unverified no licence file found · pointer only
Integrating Graph Neural Networks and Many-Body Expansion Theory for Potential Energy Surfaces 3 Nov 2024 lin-group-at-umass/fbgnn-mbe/src/train_energy_staged.py 600affad5e62864a ran · honoured contract fingerprinted MIT (permissive)
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion Models 12 Sep 2024 tammyling/typhoon-forecasting/magnitude.py b778ce8816352373 ran · honoured contract fingerprinted no licence file found · pointer only
PromptSmooth: Certifying Robustness of Medical Vision-Language Models via Prompt Learning 29 Aug 2024 nhussein/promptsmooth/certify_promptsmooth_plip.py 59c2ebaf239e6558 ran · violated contract no licence file found · pointer only
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization 15 Jun 2024 scu-zjz/IMDLBenCo/IMDLBenCo/datasets/utils.py 1d5da97bb67bcbb1 ran · fixture could not drive it fingerprinted CC-BY-4.0 · pointer only
Looking Backward: Streaming Video-to-Video Translation with Feature Banks 24 May 2024 Jeff-LiangF/streamv2v/src/streamv2v/image_utils.py 5dd5ccc011afb9c3 ran fingerprinted licence not identified · pointer only
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation 18 Apr 2024 Lavreniuk/SPIdepth/finetune/evaluate_metric_depth.py 89177c685e07c0df ran MIT (permissive)
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation 11 Mar 2024 sjunhongshen/UnifiedPDESolvers/utils.py ffb8f206fe96f08a ran MIT (permissive)
StreamDiffusion: A Pipeline-level Solution for Real-time Interactive Generation 19 Dec 2023 cumulo-autumn/streamdiffusion/src/streamdiffusion/image_utils.py 5dd5ccc011afb9c3 ran fingerprinted Apache-2.0 (permissive)
Generating Illustrated Instructions 7 Dec 2023 sachit-menon/generating-illustrated-instructions-reproduction/utils.py 191a0905a11888a1 ran no licence file found · pointer only
Recursive Visual Programming 4 Dec 2023 para-lost/rvp/utils.py 191a0905a11888a1 ran no licence file found · pointer only
VideoCrafter1: Open Diffusion Models for High-Quality Video Generation 30 Oct 2023 invictus717/interactivevideo/models/streamdiffusion/image_utils.py 5dd5ccc011afb9c3 ran fingerprinted Apache-2.0 (permissive)
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 shariqfarooq123/AdaBins/utils.py 55b19362aa7a3a3d ran GPL-3.0 (copyleft) · pointer only
IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer 27 Jul 2023 sunnyhaze/iml-vit/utils/datasets.py 1d5da97bb67bcbb1 ran · fixture could not drive it fingerprinted MIT (permissive)
Towards Zero-Shot Scale-Aware Monocular Depth Estimation 29 Jun 2023 cake-lab/Mobile-AR-Depth-Estimation/models/ZoeDepth/zoedepth/models/zoedepth/zoedepth_v1.py 0a23d935ca395f43 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective 22 Jun 2023 shaoshitong/EDC/Branch_full_ImageNet_1k/recover/data_synthesis_without_optim.py b6cec6dc0ac87904 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Waffling around for Performance: Visual Classification with Random Words and Broad Concepts 12 Jun 2023 ExplainableML/WaffleCLIP/waffle_tools.py 7496518009557dce ran · fixture could not drive it MIT (permissive)
EventCLIP: Adapting CLIP for Event-based Object Recognition 10 Jun 2023 Wuziyi616/EventCLIP/method.py 8f7ff725c27a34c8 unverified MIT (permissive)
Diffusion Action Segmentation 31 Mar 2023 finspire13/diffact/model.py a26089b06616104c ran fingerprinted MIT (permissive)
Visual Classification via Description from Large Language Models 13 Oct 2022 explainableml/waffleclip/waffle_tools.py 7496518009557dce ran · fixture could not drive it MIT (permissive)
Depth Map Decomposition for Monocular Depth Estimation 23 Aug 2022 jyjunmcl/Depth-Map-Decomposition/utils.py 55b19362aa7a3a3d ran MIT (permissive)
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision 20 May 2022 activevisionlab/learningtocountanything/utils/data_utils.py ec3db0f866e1aa94 unverified MIT (permissive)
Learning cosmology and clustering with cosmic graphs 28 Apr 2022 PabloVD/CosmoGraphNet/Source/plotting.py 92d24907643e22fd unverified MIT (permissive)
FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment 7 Apr 2022 xujinglin/finediving/utils/misc.py 40bb8a7eee8f9c75 unverified MIT (permissive)
One-Shot Adaptation of GAN in Just One CLIP 17 Mar 2022 anon96652/oneshotclip/metrics/utils.py 4f63545a8e689c49 unverified MIT (permissive)
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions 8 Oct 2021 ispamm/hi2i/core/utils.py 4f63545a8e689c49 unverified MIT (permissive)
Hermite Polynomial Features for Private Data Generation 9 Jun 2021 parklabml/dp-hp/dp_mehp/aux.py 9d24c6690a4970ba unverified MIT (permissive)
Minimum-Delay Adaptation in Non-Stationary Reinforcement Learning via Online High-Confidence Change-Point Detection 20 May 2021 LucasAlegre/mbcd/mbcd/utils/dataset.py 6847f28a35bbacb4 unverified MIT (permissive)
Learning Versatile Neural Architectures by Propagating Network Codes 24 Mar 2021 dingmyu/NCP/tools/ncp.py 01cd9fa7bdf70ca2 ran · our draft was wrong BSD-2-Clause (permissive)
An Experimental Review on Deep Learning Architectures for Time Series Forecasting 22 Mar 2021 pedrolarben/TimeSeriesForecasting-DeepLearning/experiments/preprocessing.py 84c57a912acc0144 unverified MIT (permissive)
Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning 26 Oct 2020 younggyoseo/trajectory_mcl/tmcl/dynamics/tmcl.py 60a2ef2b4904edd8 ran · honoured contract fingerprinted no licence file found · pointer only
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition 1 Aug 2020 Mikexu007/AS_CAL/feeders/sbu_feeder.py dc89adec7492521a unverified MIT (permissive)
Differentiable Augmentation for Data-Efficient GAN Training 18 Jun 2020 milmor/LadaGAN-pytorch/utils.py 05e9b8206464518b unverified MIT (permissive)
Optimistic Distributionally Robust Policy Optimization 14 Jun 2020 kadysongbb/dr-trpo/continuous_control/GAC/helpers.py 00277beee4c6e0a9 unverified MIT (permissive)
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning 14 May 2020 younggyoseo/CaDM/cadm/dynamics/mlp_cadm_ensemble_cem_dynamics.py 60a2ef2b4904edd8 ran · honoured contract fingerprinted no licence file found · pointer only
Guided Dialog Policy Learning without Adversarial Learning in the Loop 7 Apr 2020 identical code first harvested elsewhere 360840f3f05824c7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Efficient Learning on Point Clouds with Basis Point Sets 24 Aug 2019 sergeyprokudin/bps/bps/bps.py 5a6f9a48f129ba89 unverified MIT-0 recorded; this copy not marked cleared · pointer only
ConvLab: Multi-Domain End-to-End Dialog System Platform 18 Apr 2019 ConvLab/ConvLab/convlab/modules/e2e/multiwoz/Mem2Seq/Mem2Seq.py 360840f3f05824c7 ran · our draft was wrong fingerprinted MIT (permissive)
Action Robust Reinforcement Learning and Applications in Continuous Control 26 Jan 2019 icml2019-anonymous-author/Action-Robust-Reinforcement-Learning/ddpg.py 00277beee4c6e0a9 unverified MIT (permissive)
Efficiently Combining Human Demonstrations and Interventions for Safe Training of Autonomous Systems in Real-Time 26 Oct 2018 viniciusguigo/complete_col/ddpg_col.py 2cb95d0b3539063b unverified MIT (permissive)
Sim-to-Real Reinforcement Learning for Deformable Object Manipulation 20 Jun 2018 JanMatas/Rainbow_ddpg/rainbow_ddpg/ddpg.py 00277beee4c6e0a9 unverified MIT (permissive)
AutoAugment: Learning Augmentation Policies from Data 24 May 2018 YaCpotato/deepaugmentFix/deepaugment/augmenter.py 92ae1c2343aa2f75 unverified MIT (permissive)
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes 27 Feb 2018 CommissarMa/CSRNet-pytorch/utils.py c0c074850363dcfc unverified MIT (permissive)
Residual Dense Network for Image Super-Resolution 24 Feb 2018 yjn870/rdn-pytorch/utils.py 1147a2dbb2f252eb unverified MIT (permissive)
Dynamic Routing Between Capsules 26 Oct 2017 ethanleet/CapsNet/tools.py 5c5b8a89cd91d2f6 unverified MIT (permissive)
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising 11 Oct 2017 SamirMitha/Denoising/FFDNet-Keras/utils.py 9826ce88e0ace708 unverified MIT (permissive)
Neural Network Dynamics for Model-Based Deep Reinforcement Learning with Model-Free Fine-Tuning 8 Aug 2017 mehdimashayekhi/Some-RL-Implementation/Model_based_RL/dynamics.py bdbe81deead4099d ran · honoured contract fingerprinted no licence file found · pointer only
Learning from Simulated and Unsupervised Images through Adversarial Training 22 Dec 2016 carpedm20/simulated-unsupervised-tensorflow/layers.py 78fe835ab7648084 unverified Apache-2.0 (permissive)
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network 15 Sep 2016 anujtyagi2802/SRGAN/test_new.py 8a74ff00c12f2f24 ran · violated contract fingerprinted no licence file found · pointer only
Towards Evaluating the Robustness of Neural Networks 16 Aug 2016 PerryXDeng/adversarial_mnist_attacks/data_preparation.py 6c0b9095663ceff6 unverified MIT (permissive)
Smooth Imitation Learning for Online Sequence Prediction 3 Jun 2016 lucianacendon/simile/Lib/utils.py 8099bd273824efbe unverified MIT (permissive)
A Neural Algorithm of Artistic Style 26 Aug 2015 Kautenja/a-neural-algorithm-of-artistic-style/src/normalize.py 51810239167bbb4c unverified MIT (permissive)
Recurrent Models of Visual Attention 24 Jun 2014 MiuGod0126/RAM-Paddle/utils.py aba2291398c33f9e unverified MIT (permissive)
arXiv:ijcai2023_0487 nabenabe0928/meta-learn-tpe/optimizers/meta_learn_bo/utils.py e83ca4ec027be65d unverified Apache-2.0 (permissive)
arXiv:aaai_28383 hisfog/SfMNeXt-Impl/finetune/evaluate_metric_depth.py 89177c685e07c0df ran MIT (permissive)
arXiv:Park_LANIT_Language-Driven_Image-to-Image_Translation_for_Unlabeled_Data_CVPR_2023_paper KU-CVLAB/LANIT/core/utils.py 4f63545a8e689c49 unverified MIT (permissive)
arXiv:Ashesh_uSplit_Image_Decomposition_for_Fluorescence_Microscopy_ICCV_2023_paper juglab/uSplit/usplit/core/data_utils.py 9782043408ace1b2 unverified MIT (permissive)
arXiv:2025.findings-emnlp.1095 AngelAlita/AsD/AsD.py 61c1b4f78c423ba5 unverified MIT (permissive)
arXiv:2025.findings-emnlp.1095 AngelAlita/AsD/adv_image.py 4f5cc74d866882a0 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".

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