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add_noise

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

add_noise appears in the code Syntology harvested for 46 papers, as 45 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 22 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 add_noise 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 21 of the 45 distinct code bodies named add_noise; 24 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
6ran · our draft was wrong
4ran · fixture could not drive it
10ran
24unverified
12fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 47 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

46 papers shown of 46, newest first; 47 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; 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
SpeakPay: Domain-Adaptive LoRA Fine-Tuning of Whisper for Low-Resource Nepali Financial Speech Recognition added by Syntology 2026-09 (from id) subedibiraj/speakpay/analysis/noise_robustness.py b08cf5d4df796842 unverified licence not identified · pointer only
Rethinking XAI Evaluation: A Human-Centered Audit of Shapley Benchmarks in High-Stakes Settings added by Syntology 2026-04 (from id) feedzai/SHAP-Value-Function-Evaluation/benchmark/evaluation/quantitative_metrics.py 967464cf52a8aa0a unverified Apache-2.0 (permissive)
CausalCompass: Evaluating the Robustness of Time-Series Causal Discovery in Misspecified Scenarios added by Syntology 2026-02 (from id) ckassaad/causal_discovery_for_time_series/baselines/scripts_python/kitmi.py d8a48b76818dc316 unverified no licence file found · pointer only
Riemannian generative decoder 23 Jun 2025 yhsure/riemannian-generative-decoder/_train.py 7beb2ec5329af63b unverified MIT (permissive)
Measurement noise scaling laws for cellular representation learning 4 Mar 2025 ggdna/scScaling/analysis/latentmi/ksg.py 796c47ba077dbda9 unverified MIT (permissive)
Geometry-aware RL for Manipulation of Varying Shapes and Deformable Objects 10 Feb 2025 thobotics/geometry_rl/geometry_rl/modules/pyg_data/utils.py 4be4581d86b3faf3 unverified MIT (permissive)
UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal Control 9 Feb 2025 unidb-soc/unidb/UniDB-GOU/utils/deg_utils.py 85bf2da666cd3d07 ran fingerprinted MIT (permissive)
Supervised Kernel Thinning 17 Oct 2024 ag2435/npr/npr/util_load_data.py dc1bd93d107d4ab8 unverified BSD-3-Clause (permissive)
Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers 30 Sep 2024 liruiw/HPT/hpt/utils/data_aug.py a3df0b772433ba60 ran fingerprinted MIT (permissive)
Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization 19 Sep 2024 apple/ml-hypercloning/hypercloning/common.py 5bf5346c016ad1b1 ran licence not identified · pointer only
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion Models 12 Sep 2024 tammyling/typhoon-forecasting/evaluation.py b20b3b4ac00f1c84 ran · our draft was wrong no licence file found · pointer only
Enhanced Control for Diffusion Bridge in Image Restoration 29 Aug 2024 Hammour-steak/ECDB/codes/utils/deg_utils.py 85bf2da666cd3d07 ran fingerprinted no licence file found · pointer only
Causal Agent based on Large Language Model 13 Aug 2024 kairong-han/causal_agent/main_QR.py bb340e38e6e61436 ran fingerprinted MIT (permissive)
CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM 10 Aug 2024 ml-struct-bio/cryobench/cryosim/add_ctf.py 7dac7a0f0d615414 ran · fixture could not drive it no licence file found · pointer only
MotionClone: Training-Free Motion Cloning for Controllable Video Generation 8 Jun 2024 bujiazi/motionclone/motionclone/utils/motionclone_functions.py a9ca93a52881cc27 ran no licence file found · pointer only
Exploring Concept Depth: How Large Language Models Acquire Knowledge at Different Layers? 10 Apr 2024 luckfort/cd/utils.py e94f1b1f91bd83e7 ran fingerprinted no licence file found · pointer only
Belief-Enriched Pessimistic Q-Learning against Adversarial State Perturbations 6 Mar 2024 SliencerX/Belief-enriched-robust-Q-learning/data_utils.py 8874fd053928cefe unverified no licence file found · pointer only
More Flexible PAC-Bayesian Meta-Learning by Learning Learning Algorithms 6 Feb 2024 hzakerinia/flexible-pac-bayes-meta-learning/PriorMetaLearning/Get_Objective_MPB.py 67139037acec0547 ran · our draft was wrong fingerprinted no licence file found · pointer only
Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classification 18 Jan 2024 yu-rp/dualprism/src/aug.py ae4f1bded5dc4c34 ran fingerprinted no licence file found · pointer only
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings 28 Oct 2023 xmindflow/INCODE/modules/volutils.py bb31e45e4a7e7bfb unverified MIT (permissive)
MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift 26 Oct 2023 dexterdley/maxent-loss/train_calibration_maxent.py 07cde14d81af8f3d ran · our draft was wrong fingerprinted no licence file found · pointer only
Learning to Predict Structural Vibrations 9 Oct 2023 ecker-lab/FQ-Operator/acousticnn/plate/train_fsm.py 56a7e0b29cfcb0b0 ran fingerprinted licence not identified · pointer only
Improving Vision Anomaly Detection with the Guidance of Language Modality 4 Oct 2023 Anfeather/CMG/data.py 89ead3c2e499528b ran fingerprinted no licence file found · pointer only
Autoregressive Omni-Aware Outpainting for Open-Vocabulary 360-Degree Image Generation 7 Sep 2023 zhuqiangLu/AOG-NET-360/models/inpaint_model.py 7959231be4aa036c ran no licence file found · pointer only
Latent Code Augmentation Based on Stable Diffusion for Data-free Substitute Attacks 24 Jul 2023 lzhmeng/lca/scripts/stage1.py 1c093f080000251b ran · fixture could not drive it no licence file found · pointer only
IncDSI: Incrementally Updatable Document Retrieval 19 Jul 2023 varshakishore/incdsi/incdsi.py e9968c45a27f2cad ran · fixture could not drive it MIT (permissive)
Beyond Normal: On the Evaluation of Mutual Information Estimators 19 Jun 2023 cbg-ethz/bmi/src/bmi/utils.py cd37f2102b0ffd3c unverified MIT (permissive)
On Learning Fairness and Accuracy on Multiple Subgroups 19 Oct 2022 xugezheng/fams/engine/fair_training.py bc31f0e26e8ea404 ran · our draft was wrong fingerprinted MIT (permissive)
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation 7 Jul 2022 amazon-research/meta-learning-the-difference/abstractive_summarization/src/dapt_pretraining.py ab3383a6a23c16e7 unverified Apache-2.0 (permissive)
Rethinking the modeling of the instrumental response of telescopes with a differentiable optical model 24 Nov 2021 tobias-liaudat/wf-psf/long-runs/LR-PSF-field-generation.py f6f5fdb1a5d1f5f7 unverified MIT (permissive)
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training 2 Jun 2021 somepago/saint/augmentations.py b042dc78ffec4ba8 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Multiple Meta-model Quantifying for Medical Visual Question Answering 19 May 2021 aioz-ai/MICCAI19-MedVQA/auto_encoder.py f2e45255622732bb unverified MIT (permissive)
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization 20 Apr 2021 pankajmishra000/VT-ADL/VT_AE.py 7dd161c6f0758351 unverified MIT (permissive)
Generalized Clustering and Multi-Manifold Learning with Geometric Structure Preservation 21 Sep 2020 lirongwu/gcml/utils.py 5acdd7e2068cea8e unverified MIT (permissive)
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function 8 Sep 2020 DevSinghSachan/ssl_text_classification/training.py 4b225b51f938da12 ran · our draft was wrong no licence file found · pointer only
Graphical Normalizing Flows 3 Jun 2020 AWehenkel/Graphical-Normalizing-Flows/ImageExperiments.py e75fa796ef0547d0 ran · violated contract fingerprinted licence not identified · pointer only
Generative ODE Modeling with Known Unknowns 24 Mar 2020 orilinial/GOKU/create_data.py 2e6b4551cf702be8 ran · our draft was wrong MIT (permissive)
Adversarial Perturbations Fool Deepfake Detectors 24 Mar 2020 ApGa/adversarial_deepfakes/classifier.py 24610ea98446fa84 ran · fixture could not drive it fingerprinted MIT (permissive)
How to train your neural ODE: the world of Jacobian and kinetic regularization 7 Feb 2020 D-hash-code/ffjord-rnode-finalweek-mnist/trainCNFGAN.py 13a2192e17a601cb unverified MIT (permissive)
How to train your neural ODE: the world of Jacobian and kinetic regularization 7 Feb 2020 D-hash-code/ffjord-rnode-finalweek-mnist/validate.py 6e49bcc681db6ead unverified MIT (permissive)
Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis 5 Jan 2020 josemenber/image-based-crop-anomaly-detection/train_models.py 5fb6bae1353f3a42 unverified Apache-2.0 (permissive)
Unlabeled Data Improves Adversarial Robustness 31 May 2019 yguooo/semisup-adv/smoothing.py 1170e3d378933b6f unverified MIT (permissive)
A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy Images 26 Dec 2018 bmmi/denoising-fluorescence/denoising/utils/noise.py 6f5ae543b2665234 unverified MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 itsuki8914/stylegan-TensorFlow/model.py a5030ab3e0f3b63e unverified no licence file found · pointer only
arXiv:aaai_25833 brcsomnath/FaIRL/src/dataloader/mnist_data_create.py 52f4335a7ab9d14a unverified MIT (permissive)
arXiv:Zhang_Point_Cloud_Upsampling_Using_Conditional_Diffusion_Module_with_Adaptive_Noise_CVPR_2025_paper Baty2023/PDANS/pointnet2/util.py d9326d0a3f283cdc unverified MIT (permissive)
arXiv:2023.findings-eacl.88 sarahESL/PubMedCLIP/MEVF_PubMedCLIP/auto_encoder.py f2e45255622732bb 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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