Home › Code › normalization

normalization

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

normalization appears in the code Syntology harvested for 70 papers, as 52 distinct code bodies found in 75 places (a place is one code body under one paper). At least one of them ran in 48 of the papers; 9 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 normalization 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 33 of the 52 distinct code bodies named normalization; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
15ran · our draft was wrong
1ran · fixture could not drive it
14ran
19unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 35 of the 75 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

70 papers shown of 70, newest first; 75 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 10 papers added by Syntology; 2 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
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) vimar-gu/MinimaxDiffusion/train_models/resnet.py 8aac35516308515a ran no licence file found · pointer only
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) vimar-gu/MinimaxDiffusion/train_models/resnet_ap.py 8ba16d20cf03f09b ran no licence file found · pointer only
CMGL: Confidence-guided Multi-omics Graph Learning for Cancer Subtype Classification added by Syntology 2026-04 (from id) chenzRG/Cancer-Multi-Omics-Benchmark/Baseline_and_Metric/Imputation/GAIN/utils.py 82b1e0d73f4df6cd ran no licence file found · pointer only
One-Step Diffusion for Perceptual Image Compression added by Syntology 2026-02 (from id) cheesejiang/OSDiff/model/osdiff.py 2cc202bbb038146d unverified Apache-2.0 (permissive)
Cortex-Grounded Diffusion Models for Brain Image Generation added by Syntology 2026-01 (from id) ai-med/Cor2Vox/model/BrownianBridge/BrownianBridgeModel_c2v.py 542f1a55e9dbd14a ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
AMGFormer: Adaptive Multi-Granular Transformer for Brain Tumor Segmentation with Missing Modalities added by Syntology 2026-01 (from id) guochengxiangives/AMGFormer/amgformer/layers.py 376f134d99d8ed75 ran · our draft was wrong no licence file found · pointer only
FMIR, A Foundation Model-Based Image Registration Framework for Robust Image Registration added by Syntology 2026-01 (from id) Monday0328/FMIR/loaders/acdcreg_loader.py 86c7147edb17dd5d ran · violated contract fingerprinted no licence file found · pointer only
DIS2: Disentanglement Meets Distillation with Classwise Attention for Robust Remote Sensing Segmentation under Missing Modalities added by Syntology 2026-01 (from id) nhikieu/DIS2/models_bank/DLKD_ver4.py d3c5e61ad2232b1d ran · our draft was wrong MIT (permissive)
A Unified Spoken Language Model with Injected Emotional-Attribution Thinking for Human-like Interaction added by Syntology 2026-01 (from id) ASLP-lab/Hum-Dial/Full-Duplex_Interaction/baseline/f5_tts/model/arch.py 5ebeb898213a20c9 unverified no licence file found · pointer only
Joint Geometry-Appearance Human Reconstruction in a Unified Latent Space via Bridge Diffusion added by Syntology 2026-01 (from id) haiantyz/JGA-LBD/JGA-LBD/DDBM/ddbm/unet3d.py 8337c76a7f90e95b ran · our draft was wrong no licence file found · pointer only
Diff-ICMH: Harmonizing Machine and Human Vision in Image Compression with Generative Prior added by Syntology 2025-11 (from id) RuoyuFeng/Diff-ICMH/model/diffeic.py 2cc202bbb038146d unverified Apache-2.0 (permissive)
MegaMath: Pushing the Limits of Open Math Corpora 3 Apr 2025 llm360/megamath/web_pipeline/utils/math_fasttext.py 94cea2fe405ab4af unverified Apache-2.0 (permissive)
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks 12 Mar 2025 layer6ai-labs/DRESS/encoders/diti.py 992e95480b7cbca2 ran · our draft was wrong MIT (permissive)
Compression-Aware One-Step Diffusion Model for JPEG Artifact Removal 14 Feb 2025 jp-guo/CODiff/diffusion/models/model_util.py a9064bd19ca9f80a unverified MIT (permissive)
Dataset Distillers Are Good Label Denoisers In the Wild 18 Nov 2024 kciiiman/dd_lnl/DANCE+ours/models/resnet.py 8aac35516308515a ran no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/character_error_rate.py 9e3fee5065a5d1a0 unverified no licence file found · pointer only
Combining Generative and Geometry Priors for Wide-Angle Portrait Correction 13 Oct 2024 Dev-Mrha/DualPriorsCorrection/evaluate.py 7861384e46493cca ran fingerprinted Apache-2.0 (permissive)
TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting 6 Oct 2024 hank0626/timebridge/layers/Embed.py 7ae3eba84feb6b9e ran fingerprinted MIT (permissive)
RDEIC: Accelerating Diffusion-Based Extreme Image Compression with Relay Residual Diffusion 3 Oct 2024 huai-chang/rdeic/model/rdeic.py 2cc202bbb038146d unverified no licence file found · pointer only
Long-Sequence Recommendation Models Need Decoupled Embeddings 3 Oct 2024 thuml/dare/analysis/attention_accuracy_analysis/calc_gt.py 86c7147edb17dd5d ran · violated contract fingerprinted no licence file found · pointer only
PrimeDepth: Efficient Monocular Depth Estimation with a Stable Diffusion Preimage 13 Sep 2024 vislearn/PrimeDepth/ldm/modules/diffusionmodules/labeller.py 9c98c9b6c537a134 ran MIT (permissive)
PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates 20 Jul 2024 jun-jie-shi/passion/code/models/blocks.py 268e21ea88a8ccb1 ran Apache-2.0 (permissive)
Scaling Diffusion Transformers to 16 Billion Parameters 16 Jul 2024 feizc/dit-moe/analysis/heatmap_class.py 86c7147edb17dd5d ran · violated contract fingerprinted no licence file found · pointer only
RodinHD: High-Fidelity 3D Avatar Generation with Diffusion Models 9 Jul 2024 rodinhd/rodinhd/pretrained_diffusion/unet.py 264b320dfea0ee62 unverified no licence file found · pointer only
DANCE: Dual-View Distribution Alignment for Dataset Condensation 3 Jun 2024 Hansong-Zhang/DANCE/models/resnet.py 8aac35516308515a ran no licence file found · pointer only
DANCE: Dual-View Distribution Alignment for Dataset Condensation 3 Jun 2024 Hansong-Zhang/DANCE/models/resnet_ap.py 8ba16d20cf03f09b ran no licence file found · pointer only
Diff-BGM: A Diffusion Model for Video Background Music Generation 20 May 2024 sizhelee/Diff-BGM/diffbgm/stable_diffusion/model/unet.py 874ebc0bd098eb14 ran · our draft was wrong no licence file found · pointer only
Towards Extreme Image Compression with Latent Feature Guidance and Diffusion Prior 29 Apr 2024 huai-chang/DiffEIC/model/diffeic.py 2cc202bbb038146d unverified Apache-2.0 (permissive)
Future Language Modeling from Temporal Document History 16 Apr 2024 jlab-nlp/future-language-modeling/model.py 61513ed3f2cc3ce6 ran fingerprinted Apache-2.0 (permissive)
ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning 29 Mar 2024 clovaai/ECLIPSE/continual/method_wrapper/pix_losses.py d789c5131bc6257f ran licence not identified · pointer only
You Only Sample Once: Taming One-Step Text-to-Image Synthesis by Self-Cooperative Diffusion GANs 19 Mar 2024 luo-yihong/yoso/utils.py 1524f378d161f538 ran no licence file found · pointer only
Multisize Dataset Condensation 10 Mar 2024 he-y/Multisize-Dataset-Condensation/models/resnet.py 8aac35516308515a ran MIT (permissive)
Multisize Dataset Condensation 10 Mar 2024 he-y/Multisize-Dataset-Condensation/models/resnet_ap.py 8ba16d20cf03f09b ran MIT (permissive)
Protein Multimer Structure Prediction via Prompt Learning 2024-02 (from id) zqgao22/promptmsp/run_pre_training.py 61e7d9ad236ec9c1 unverified MIT (permissive)
Deep Neural Network Benchmarks for Selective Classification 23 Jan 2024 andrepugni/esc/classes/datasets.py 0d78ebda880af125 ran no licence file found · pointer only
CR-SAM: Curvature Regularized Sharpness-Aware Minimization 21 Dec 2023 trustaiot/cr-sam/metrics/hessian.py 0e4f4ed57a87f93d ran no licence file found · pointer only
EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion 11 Dec 2023 huanngzh/EpiDiff/epidiff/models/blocks/resnet.py daafc1c89511b8be ran · our draft was wrong MIT (permissive)
Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts 5 Dec 2023 jiayichen815/feal/model/unet2d.py 159a52df66ac5d88 ran · our draft was wrong no licence file found · pointer only
NeuralGF: Unsupervised Point Normal Estimation by Learning Neural Gradient Function 1 Nov 2023 LeoQLi/NeuralGF/datasets.py f24e8e37bec91bc7 ran fingerprinted MIT (permissive)
You Only Condense Once: Two Rules for Pruning Condensed Datasets 21 Oct 2023 he-y/you-only-condense-once/models/resnet.py 8aac35516308515a ran no licence file found · pointer only
You Only Condense Once: Two Rules for Pruning Condensed Datasets 21 Oct 2023 he-y/you-only-condense-once/models/resnet_ap.py 8ba16d20cf03f09b ran no licence file found · pointer only
Intriguing properties of generative classifiers 28 Sep 2023 SamsungSAILMontreal/ForestDiffusion/gain.py 82b1e0d73f4df6cd ran no licence file found · pointer only
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption 7 Sep 2023 sjtuplayer/few-shot-diffusion/model/big_unet.py 5b31715a9b105926 ran · our draft was wrong no licence file found · pointer only
FSD: An Initial Chinese Dataset for Fake Song Detection 5 Sep 2023 xieyuankun/fsd-dataset/wav2vec2_xls-r300-song/generate_FSD_online.py f1952d5b29888b39 ran · honoured contract fingerprinted licence not identified · pointer only
Tackling the Curse of Dimensionality with Physics-Informed Neural Networks 23 Jul 2023 zheyuanhu01/SDGD_PINN/Section_5.4/integration.py 0fb5012364d8f883 ran fingerprinted no licence file found · pointer only
PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks 21 Jul 2023 adityalab/pinnsformer/pyhessian.py 0e4f4ed57a87f93d ran no licence file found · pointer only
On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation 15 Jun 2023 identical code first harvested elsewhere 86c7147edb17dd5d ran · violated contract fingerprinted licence of this copy not recorded
CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion 25 May 2023 ymxlzgy/commonscenes/model/networks/diffusion_networks/sg_diff.py c87e65165f123ae3 ran · our draft was wrong no licence file found · pointer only
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification 25 Apr 2023 meteoswiss/ldcast/ldcast/models/utils.py 9c2597fbddd2688d unverified Apache-2.0 (permissive)
Hybrid Neural Rendering for Large-Scale Scenes with Motion Blur 25 Apr 2023 CVMI-Lab/HybridNeuralRendering/models/aggregators/attention.py 737aefb92460755c unverified Apache-2.0 (permissive)
Consistency Models 2 Mar 2023 sainzerjj/sferd/unet/student_unet.py 703cead614cf486e ran · our draft was wrong MIT (permissive)
Do Vision and Language Models Share Concepts? A Vector Space Alignment Study 13 Feb 2023 jiaangli/vlca/src/utils/utils_helper.py 4dc9bf9e357892c9 unverified Apache-2.0 (permissive)
Domain Expansion of Image Generators 12 Jan 2023 lllyasviel/controlnet/cldm/cldm.py daafc1c89511b8be ran · our draft was wrong Apache-2.0 (permissive)
Unsupervised Representation Learning from Pre-trained Diffusion Probabilistic Models 26 Dec 2022 ckczzj/pdae/model/shift_unet.py d5eb4721bd7ede86 ran · our draft was wrong no licence file found · pointer only
MMBench: Benchmarking End-to-End Multi-modal DNNs and Understanding Their Hardware-Software Implications 2022-12 (from id) xfhelen/mmbench/applications/Medical-Segmentation/layers.py 376f134d99d8ed75 ran · our draft was wrong MIT (permissive)
SiRi: A Simple Selective Retraining Mechanism for Transformer-based Visual Grounding 27 Jul 2022 qumengxue/siri-vg/models/gauss_map.py 86c7147edb17dd5d ran · violated contract fingerprinted Apache-2.0 (permissive)
Personalizing Federated Medical Image Segmentation via Local Calibration 11 Jul 2022 jcwang123/FedLC/networks/lcrepnet.py 159a52df66ac5d88 ran · our draft was wrong no licence file found · pointer only
mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation 6 Jun 2022 yaozhang93/mmformer/mmformer/layers.py 376f134d99d8ed75 ran · our draft was wrong Apache-2.0 (permissive)
Over-the-Air Federated Learning via Second-Order Optimization 29 Mar 2022 Golden-Slumber/AirFL-2nd/Experiments/cross_entropy_demo.py 3db4eda73fcaa60d unverified MIT (permissive)
Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings 3 Mar 2022 bochengroup/wete/cluster_clc.py 8e221d38153ae3cb ran · honoured contract fingerprinted Apache-2.0 (permissive)
High-Resolution Image Synthesis with Latent Diffusion Models 20 Dec 2021 labmlai/annotated_deep_learning_paper_implementations/labml_nn/diffusion/stable_diffusion/model/autoencoder.py 08dcc8265812cbef ran · our draft was wrong MIT (permissive)
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models 20 Dec 2021 openai/glide-text2im/glide_text2im/text2im_model.py c93ddadd4581c6e6 ran · our draft was wrong MIT (permissive)
Improving Fractal Pre-training 6 Oct 2021 catalys1/fractal-pretraining/fractal_learning/training/datamodule/utils.py f30e579115d56847 unverified MIT (permissive)
Rethinking the Backdoor Attacks' Triggers: A Frequency Perspective 7 Apr 2021 YiZeng623/frequency-backdoor/Sec5_Smooth_Trigger/gauss_smooth.py df113a59813760b1 unverified MIT (permissive)
Complete parameter inference for GW150914 using deep learning 7 Aug 2020 stephengreen/lfi-gw/lfigw/bayeswave_prior.py 4fab010136900c16 unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ashwin-Pokharel/base_diffusion/model.py 7bab05ad7b9fa652 ran · our draft was wrong no licence file found · pointer only
PyHessian: Neural Networks Through the Lens of the Hessian 16 Dec 2019 amirgholami/pyhessian/pyhessian/utils.py 0e4f4ed57a87f93d ran MIT (permissive)
LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning 15 May 2019 likesiwell/LGM-Net/meta_matching_network.py 79b80c56d52a1035 unverified MIT (permissive)
Dynamic Mini-batch SGD for Elastic Distributed Training: Learning in the Limbo of Resources 26 Apr 2019 AlanFokCo/compensation-tools/elastic_demos/data_process.py b98592423270ab35 unverified Apache-2.0 (permissive)
Can Deep Learning Outperform Modern Commercial CT Image Reconstruction Methods? 8 Nov 2018 hmshan/MAP-NN/MAP_NN_training.py 44654289537e4ae8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder 2 Nov 2017 chickenbestlover/RNN-Time-series-Anomaly-Detection/preprocess_data.py ebbdec7d25441eb9 unverified Apache-2.0 (permissive)
A Neural Algorithm of Artistic Style 26 Aug 2015 Tiannia/intro_to_ai/Neural-Style-Transfer/utils.py e2461546bb04850e unverified MIT (permissive)
arXiv:aaai_29726 shesshan/CEIB/utils/losses.py 78a0cec25e227b30 unverified MIT (permissive)
arXiv:aaai_28784 Hansong-Zhang/M3D/models/resnet.py 8aac35516308515a ran MIT (permissive)
arXiv:aaai_28784 Hansong-Zhang/M3D/models/resnet_ap.py 8ba16d20cf03f09b ran 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