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standardize

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

standardize appears in the code Syntology harvested for 47 papers, as 41 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 17 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 standardize 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 14 of the 41 distinct code bodies named standardize; 27 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
1ran · fixture could not drive it
8ran
27unverified
9fingerprinted

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 6 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
Stop Indexing at Full Precision: Revisiting Clustering for Vector Embeddings added by Syntology 2026-08 (from id) cwida/SuperKMeans/benchmarks/plot_distributions.py 22782adf8f1e6a85 ran fingerprinted MIT (permissive)
Notation Matters: A Benchmark Study of Token-Optimized Formats in Agentic AI Systems added by Syntology 2026-05 (from id) lkutschka/notation-matters/StableToolBench/server/utils.py e6d1b09cb3624d3f ran · our draft was wrong fingerprinted no licence file found · pointer only
Amortized Bayesian inference for actigraph time sheet data from mobile devices added by Syntology 2026-02 (from id) Daniel-Zhou-93/Amortized-Bayesian-Inference-on-Actigraph-Data/src/utils/standardize.py dac2c25a41af7859 unverified no licence file found · pointer only
Left-right asymmetry in predicting brain activity from LLMs' representations emerges with their formal linguistic competence added by Syntology 2026-02 (from id) l-bg/llm_training_brain_asym/llm_brain_asym.py 9d0b4cc043a13289 unverified licence not identified · pointer only
Variational Quantum Circuit-Based Reinforcement Learning for Dynamic Portfolio Optimization added by Syntology 2026-01 (from id) VincentGurgul/qrl-dpo-public/predictors/input_transformations.py f36e68a26f838e00 unverified MIT (permissive)
BiasBusters: Uncovering and Mitigating Tool Selection Bias in Large Language Models added by Syntology 2025-10 (from id) thierry123454/tool-selection-bias/5_bias_investigation/continued_pretraining/plot_compare_base_vs_adapted.py 853c161b9ef4dc1e unverified no licence file found · pointer only
arXiv:2506.18434 2025-06 (from id) fruffini/PEFT_Prognosis/src/preprocessing/tabular_preprocessing.py 3c33f547e5719852 unverified no licence file found · pointer only
Neural Combinatorial Optimization via Preference Optimization 10 Mar 2025 L-Z-7/BOPO/FJSP/inout.py 16c504e24ee35b7e unverified MIT (permissive)
From Allies to Adversaries: Manipulating LLM Tool-Calling through Adversarial Injection 13 Dec 2024 anonymous-lgtm/toolcommander/toolbench.py e6d1b09cb3624d3f ran · our draft was wrong fingerprinted MIT (permissive)
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions 10 Oct 2024 quchangle1/draft/Cal_path_rate.py c25f57d20852531f ran · our draft was wrong fingerprinted MIT (permissive)
Intrinsic Dimension Correlation: uncovering nonlinear connections in multimodal representations 22 Jun 2024 lorenzobasile/IDCorrelation/utils/metrics.py be4cb75958ddc1e9 ran · honoured contract fingerprinted no licence file found · pointer only
Tool-Planner: Task Planning with Clusters across Multiple Tools 6 Jun 2024 OceannTwT/Tool-Planner/src/planner/plan.py e6d1b09cb3624d3f ran · our draft was wrong fingerprinted no licence file found · pointer only
fMRI predictors based on language models of increasing complexity recover brain left lateralization 28 May 2024 l-bg/llms_brain_lateralization/llms_brain_lateralization.py 4d2218523256f2f6 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Does SGD really happen in tiny subspaces? 25 May 2024 locuslab/edge-of-stability/src/cifar.py c931ef45cfe86923 ran fingerprinted no licence file found · pointer only
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning 7 May 2024 wmyw96/fair/app1_lightchamber.py eca91351cf206f3f ran no licence file found · pointer only
StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models 12 Mar 2024 thunlp-mt/stabletoolbench/server/utils.py e6d1b09cb3624d3f ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls 6 Feb 2024 dyabel/anytool/anytool/dfs_gt.py ff83395ad5a4b533 ran fingerprinted Apache-2.0 (permissive)
A Representative Study on Human Detection of Artificially Generated Media Across Countries 10 Dec 2023 rub-syssec/generatedmediasurvey/analysis/model_utils.py ffdf7c317426523f ran AGPL-3.0 (copyleft) · pointer only
DUCK: Distance-based Unlearning via Centroid Kinematics 4 Dec 2023 ocram17/duck/src/DUCK_XAI_exp.py 62858572ef515eb4 ran licence not identified · pointer only
DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release 23 Nov 2023 jefffffffu/dpsur/model/CNN.py 8900bd09a25b00a3 ran no licence file found · pointer only
Compositional preference models for aligning LMs 17 Oct 2023 dongyoung-go/cpm/mle-train/bon_candidate.py 790643e0394e8970 ran fingerprinted no licence file found · pointer only
Bayesian sparsification for deep neural networks with Bayesian model reduction 21 Sep 2023 dimarkov/bmr4pml/scripts/image_classification.py 5069e954a82c6de6 ran · our draft was wrong MIT (permissive)
Generalization Across Experimental Parameters in Machine Learning Analysis of High Resolution Transmission Electron Microscopy Datasets 20 Jun 2023 ScottLabUCB/HRTEM-Generalization/routines.py e544d98c74ce655b unverified MIT (permissive)
SNAP: Self-Supervised Neural Maps for Visual Positioning and Semantic Understanding 8 Jun 2023 google-research/snap/snap/models/resnet.py f0dbdc7813be0fcd unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Hyperparameters in Reinforcement Learning and How To Tune Them 2 Jun 2023 facebookresearch/how-to-autorl/hydra_plugins/hydra_pbt_sweeper/pb2_utils.py c688c3623804842a unverified Apache-2.0 (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer 19 Jan 2023 wujunde/medsegdiff/guided_diffusion/gaussian_diffusion.py f7b9e18794a10023 unverified MIT (permissive)
Fluctuation-driven initialization for spiking neural network training 21 Jun 2022 fmi-basel/stork/stork/datasets.py e1bcd928e9dca67d unverified MIT (permissive)
Robust and Efficient Medical Imaging with Self-Supervision 19 May 2022 google-research/big_transfer/bit_jax/models.py c272f024d815d59d unverified Apache-2.0 (permissive)
Better plain ViT baselines for ImageNet-1k 3 May 2022 yuyangshu/retinavit/big_vision/models/bit_paper.py c272f024d815d59d unverified Apache-2.0 (permissive)
A Semismooth Newton Stochastic Proximal Point Algorithm with Variance Reduction 1 Apr 2022 fabian-sp/snspp/snspp/helper/data_generation.py 91688ddbe8dc515c unverified BSD-3-Clause (permissive)
Diffusion Models for Medical Anomaly Detection 8 Mar 2022 JuliaWolleb/diffusion-anomaly/guided_diffusion/gaussian_diffusion.py f7b9e18794a10023 unverified MIT (permissive)
Diffusion Models for Implicit Image Segmentation Ensembles 6 Dec 2021 marrlab/dispr/guided_diffusion/gaussian_diffusion.py f7b9e18794a10023 unverified Apache-2.0 (permissive)
Task-Oriented Dialogue System as Natural Language Generation 31 Aug 2021 victorwz/tod_as_nlg/Convlab/convlab/lib/math_util.py 35031fef0defb9d6 unverified MIT (permissive)
Music Demixing Challenge 2021 31 Aug 2021 yoyololicon/music-demixing-challenge-ismir-2021-entry/model/demucs.py 46be64dfdfacd3a5 unverified MIT (permissive)
The Medical Segmentation Decathlon 10 Jun 2021 tamerthamoqa/3D-mri-brain-tumour-image-segmentation-medical-decathlon-tensorflow/generate_prediction_files_for_challenge_submission.py 4e50db17fbb87fc5 unverified MIT (permissive)
Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning 4 Jun 2021 oatml-markslab/proteinnpt/proteinnpt/utils/data_utils.py 74862b2cc41d3a95 unverified MIT (permissive)
Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization 19 Jun 2020 gpleiss/ciq_experiments/bayesopt/ciq_bo/utils.py 675f960778d15b16 unverified Apache-2.0 (permissive)
Picket: Guarding Against Corrupted Data in Tabular Data during Learning and Inference 8 Jun 2020 rekords-uw/Picket/picket/prepare/dataPrepare.py f7ae8b3165f58eab unverified MIT (permissive)
Text-Based Ideal Points 8 May 2020 keyonvafa/tbip/model_comparison/wordfish.py 4b456450e27b5ac7 unverified MIT (permissive)
Text-Based Ideal Points 8 May 2020 keyonvafa/tbip/analysis/make_figures.py 700d962137ee7a91 unverified MIT (permissive)
Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits 6 Feb 2020 jparkerholder/PB2/pb2.py b3075b8ce725272d unverified MIT (permissive)
Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks 1 Oct 2018 juho-lee/set_transformer/data_modelnet40.py fd91947623969891 unverified MIT (permissive)
Audio-to-Score Alignment using Transposition-invariant Features 2018-07 (from id) SonyCSLParis/cgae-invar/cqt.py 9c6c9c5e7a83203e unverified MIT (permissive)
SySeVR: A Framework for Using Deep Learning to Detect Software Vulnerabilities 18 Jul 2018 NIPC-DL/covec/torchplp/processor/treemodel.py 6e760cff468b1a28 unverified MIT (permissive)
Differentiable Compositional Kernel Learning for Gaussian Processes 12 Jun 2018 thjashin/spectral-stein-grad/utils/dataset.py 6d66aeae14f49d89 unverified MIT (permissive)
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks 9 Mar 2018 google-research/lottery-ticket-hypothesis/foundations/save_restore.py f8f55fc872e42472 unverified Apache-2.0 (permissive)
Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge 28 Feb 2018 shalabh147/Brain-Tumor-Segmentation-and-Survival-Prediction-using-Deep-Neural-Networks/3d_Unet_v1/3dunet.py c882f2bd82904c15 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:aaai_28418 KidsWithTokens/MedSegDiff/guided_diffusion/gaussian_diffusion.py f7b9e18794a10023 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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