Home › Code › split_data

split_data

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

split_data appears in the code Syntology harvested for 68 papers, as 61 distinct code bodies found in 71 places (a place is one code body under one paper). At least one of them ran in 32 of the papers; 8 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 split_data 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 27 of the 61 distinct code bodies named split_data; 34 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
5ran · fixture could not drive it
15ran
34unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 27 of the 71 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

68 papers shown of 68, newest first; 71 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 8 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
Sequential Kernel-based Conditional Independence Testing via Adaptive Betting added by Syntology 2026-06 (from id) romanpogodin/kernel-ci-testing/splitkci/dependence_measures.py 41b683c4be4cd8ca ran · fixture could not drive it fingerprinted no licence file found · pointer only
Discovery of Nonlinear Dynamics with Automated Basis Function Generation added by Syntology 2026-05 (from id) mabasiri95/AutoSINDy/AutoSINDy.py db11c92c5d7da114 ran MIT (permissive)
Sentiment Analysis of Mobile Legends App Reviews Using Machine Learning and LSTM-Based Deep Learning Models added by Syntology 2026-05 (from id) Viramhrani/pba2026-Kelompok16/src/pytorch_model.py 64358dc1cd12bb23 ran no licence file found · pointer only
A Large-Scale Empirical Comparison of Meta-Learners and Causal Forests for Heterogeneous Treatment Effect Estimation in Marketing Uplift Modeling added by Syntology 2026-04 (from id) Aman12x/UpliftBench/src/preprocessing.py 684383d7062724ff unverified no licence file found · pointer only
Joint Surrogate Learning of Objectives, Constraints, and Sensitivities for Efficient Multi-objective Optimization of Neural Dynamical Systems added by Syntology 2026-03 (from id) GazzolaLab/MultiObjectiveSurrogateOptimization/models/utils.py 1c641cf823fa2866 unverified no licence file found · pointer only
GLEN-Bench: A Graph-Language based Benchmark for Nutritional Health added by Syntology 2026-01 (from id) J-Huang01/GLEN-Benchmark/applications/food_recommendation/RCSYS_utils.py 9345dc656a239a92 unverified no licence file found · pointer only
Linear Dynamics in the RLVR Training of Large Language Models added by Syntology 2026-01 (from id) Miaow-Lab/RLVR-Linearity/analysis/token_logprob/token_logprob_linearity.py 08188c51a18bec5f unverified MIT (permissive)
Agint: Agentic Graph Compilation for Software Engineering Agents added by Syntology 2025-11 (from id) AgintHub/nifty-wilson/outputs/dagify/train_large_language_model/code/split_data.py 88827d606930eb54 unverified no licence file found · pointer only
arXiv:2504.05457 2025-04 (from id) vesteinn/vlm-eval/src/vlmeval/calculate_scores/map_predictions.py dfe422059a784545 ran · fixture could not drive it no licence file found · pointer only
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders 24 Mar 2025 airi-institute/sae-reasoning/extraction/compute_score.py b853703f74adce85 ran · our draft was wrong fingerprinted no licence file found · pointer only
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs 8 Mar 2025 milkthink-lab/routereval/get_router_dataset.py d704eae539e693d2 unverified MIT (permissive)
Distributed-Order Fractional Graph Operating Network 8 Nov 2024 zknus/NeurIPS-2024-DRAGON/src/data.py 58130ac3739b817c unverified no licence file found · pointer only
Privacy-Preserving Graph-Based Machine Learning with Fully Homomorphic Encryption for Collaborative Anti-Money Laundering 5 Nov 2024 fabecode/GraphML-FHE/gfp_xgb_fhe_pipeline/data_split.py f1bd775590b8f468 unverified Apache-2.0 (permissive)
FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference 26 Oct 2024 oakleytan/fedssp/utils.py 80d0016d63b4fc07 unverified no licence file found · pointer only
Brain-like variational inference 25 Oct 2024 hadivafaii/IterativeVAE/base/dataset.py 9cbf78f099058bd8 unverified MIT (permissive)
MOFFlow: Flow Matching for Structure Prediction of Metal-Organic Frameworks 7 Oct 2024 nayoung10/mofflow/experiments/evaluate.py ece9df2200d6b302 ran · our draft was wrong MIT (permissive)
Collapsed Language Models Promote Fairness 6 Oct 2024 Xujxyang/Fairness-NC-main/adept/debias_original.py d0dd7e697cd0cfba ran · our draft was wrong no licence file found · pointer only
Unraveling Molecular Structure: A Multimodal Spectroscopic Dataset for Chemistry 4 Jul 2024 rxn4chemistry/multimodal-spectroscopic-dataset/benchmark/generate_input.py bd66f7e740f0068d ran MIT (permissive)
PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates 20 Jul 2024 jun-jie-shi/passion/code/preprocessing/data_split.py 4663b0d3de392cbf ran Apache-2.0 (permissive)
MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs 15 Jul 2024 mail-research/metallm-wrapper/online_router.py 739e248d0a655bf6 unverified GPL-3.0 (copyleft) · pointer only
AID-AppEAL: Automatic Image Dataset and Algorithm for Content Appeal Enhancement and Assessment Labeling 8 Jul 2024 SherryXTChen/AID-Appeal/datasets.py d43aee5d3b5057f8 ran Apache-2.0 (permissive)
LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference 26 Jun 2024 sustechbruce/look-m/generate.py 1d12e02f36106cf1 ran MIT (permissive)
Efficient mapping of phase diagrams with conditional Boltzmann Generators 18 Jun 2024 maxschebek/flow_diagrams/flow_diagrams/utils/data.py f1483e490d702cc6 ran no licence file found · pointer only
Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models 11 Jun 2024 chuge0335/pc-cot/openai_client.py 130d80d6ceacd106 unverified no licence file found · pointer only
When is Multicalibration Post-Processing Necessary? 10 Jun 2024 dutchhansen/empirical-multicalibration/Dataset.py c6f527df4b311146 ran MIT (permissive)
Less is More: Discovering Concise Network Explanations 24 May 2024 nkondapa/discoveringconcisenetworkexplanations/datasets/utils.py 35938cfa38ff6444 ran no licence file found · pointer only
Poisson Variational Autoencoder 23 May 2024 hadivafaii/PoissonVAE/base/dataset.py 9cbf78f099058bd8 unverified MIT (permissive)
Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND 26 Apr 2024 zknus/iclr2024-frond/src/data.py 58130ac3739b817c unverified no licence file found · pointer only
When SMILES have Language: Drug Classification using Text Classification Methods on Drug SMILES Strings 3 Mar 2024 azminewasi/Drug-Classification-NLP/Model/data/dataset.py 5a315c1d56004725 ran · our draft was wrong MIT (permissive)
Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling 29 Feb 2024 rose-stl-lab/mfrnp/lib/utils.py cfeb7bf253ab15eb ran fingerprinted MIT (permissive)
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes 19 Dec 2023 vanderschaarlab/cllm/src/cllm/utils.py cb19b0fec693c0f5 ran Apache-2.0 (permissive)
Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers 2 Nov 2023 sunnweiwei/rankgpt/InstructDistill/instruction_distill.py 654ad1edd7372dd6 ran fingerprinted Apache-2.0 (permissive)
Did the Neurons Read your Book? Document-level Membership Inference for Large Language Models 23 Oct 2023 computationalprivacy/document-level-membership-inference/src/meta_classifier.py d173585d2fb91fd1 ran MIT (permissive)
Exploring Model Transferability through the Lens of Potential Energy 29 Aug 2023 lixiaotong97/ped/metrics.py a84eb8176fe90212 ran fingerprinted no licence file found · pointer only
FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning 17 Aug 2023 imguangyu/fedperfix/dataset/utils/dataset_utils.py 17a3a3728f7be3ee ran no licence file found · pointer only
RETA-LLM: A Retrieval-Augmented Large Language Model Toolkit 8 Jun 2023 ruc-gsai/yulan-ir/WebBrain/generator/run_model_train.py c08f5ba85345acb7 unverified MIT (permissive)
I'm Afraid I Can't Do That: Predicting Prompt Refusal in Black-Box Generative Language Models 6 Jun 2023 maxwellreuter/chatgpt-refusals/data_processing.py 1f9e4ecbbf6a03fd unverified MIT (permissive)
arXiv:2305.18497 2023-05 (from id) fan1dy/collaboration-consensus/datasets/generate_fed_isic.py 9fe7ac0be9bc8ed2 unverified Apache-2.0 (permissive)
arXiv:2305.18497 2023-05 (from id) fan1dy/collaboration-consensus/datasets/utils.py fa5093664585de09 unverified Apache-2.0 (permissive)
Graph Neural Convection-Diffusion with Heterophily 26 May 2023 zknus/Graph-Diffusion-CDE/src/data.py 58130ac3739b817c unverified MIT (permissive)
PGFed: Personalize Each Client's Global Objective for Federated Learning 2 Dec 2022 ljaiverson/pgfed/dataset/utils/dataset_utils.py 17a3a3728f7be3ee ran MIT (permissive)
ADEPT: A DEbiasing PrompT Framework 10 Nov 2022 EmpathYang/ADEPT/debias.py d0dd7e697cd0cfba ran · our draft was wrong MIT (permissive)
Unsupervised Medical Image Translation with Adversarial Diffusion Models 17 Jul 2022 axondeepseg/AxonDeepSynth/scripts/create_syndiff_dataset.py 39bebc737c3638be ran · fixture could not drive it licence not identified · pointer only
e-CARE: a New Dataset for Exploring Explainable Causal Reasoning 12 May 2022 Waste-Wood/e-CARE/code/adversarial_filtering.py 84fd5ea65b004807 unverified MIT (permissive)
PARC: Physics-Aware Recurrent Convolutional Neural Networks to Assimilate Meso-scale Reactive Mechanics of Energetic Materials 4 Apr 2022 stephenbaek/parc/parc/IO.py 5c0ea854a4fbdf7e unverified MIT (permissive)
Continual Learning and Private Unlearning 24 Mar 2022 cranial-xix/continual-learning-private-unlearning/data.py 38277a26d515695d unverified MIT (permissive)
On the Usefulness of the Fit-on-the-Test View on Evaluating Calibration of Classifiers 16 Mar 2022 markus93/fit-on-the-test/Experiments_Pseudo/main_NN_1m_final.py 4dc7cd36d2936a07 unverified MIT (permissive)
Bayesian Framework for Gradient Leakage 8 Nov 2021 eth-sri/bayes-framework-leakage/bayes_optimal_attack/datasets/common.py 454c71689e31244d unverified Apache-2.0 (permissive)
Adversarial Attack on Graph Neural Networks as An Influence Maximization Problem 21 Jun 2021 Mark12Ding/GNN-Practical-Attack/utils.py e428c621584fb5ba unverified MIT (permissive)
Debiasing Pre-trained Contextualised Embeddings 23 Jan 2021 kanekomasahiro/context-debias/src/preprocess.py eb0a5e0c60986aa4 ran · fixture could not drive it fingerprinted MIT (permissive)
Debiasing Pre-trained Contextualised Embeddings 23 Jan 2021 kanekomasahiro/context-debias/src/run_debias_mlm.py d0dd7e697cd0cfba ran · our draft was wrong MIT (permissive)
A Generalised Signature Method for Multivariate Time Series Feature Extraction 1 Jun 2020 jambo6/generalised-signature-method/get_data/speech_commands.py 39ae76dc29320765 unverified MIT (permissive)
GCN-Based User Representation Learning for Unifying Robust Recommendation and Fraudster Detection 20 May 2020 zsjdddhr/GraphRfi/run_GraphRfi_example.py 2f991fd9d03bf868 unverified no licence file found · pointer only
Neural Controlled Differential Equations for Irregular Time Series 18 May 2020 patrick-kidger/NeuralCDE/experiments/datasets/common.py 39ae76dc29320765 unverified Apache-2.0 (permissive)
Neural Controlled Differential Equations for Irregular Time Series 18 May 2020 dungxibo123/NeuralCDE/experiments/datasets/common.py a5ee2b2e1aa03e18 unverified Apache-2.0 (permissive)
ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification 2020-05 (from id) gzhu06/tdspkr-mismatch-study/trainer/train_utils.py 92b93a196c3d8b18 unverified MIT (permissive)
Deep 3D Portrait from a Single Image 24 Apr 2020 sicxu/Deep3dPortrait/utils/recon_depth.py 45db1a35605cd38f unverified MIT (permissive)
How recurrent networks implement contextual processing in sentiment analysis 17 Apr 2020 google-research/computation-thru-dynamics/lfads_tutorial/utils.py 1f5c168fff169bd8 unverified Apache-2.0 (permissive)
StarGAN-VC2: Rethinking Conditional Methods for StarGAN-Based Voice Conversion 29 Jul 2019 identical code first harvested elsewhere 68c3ef43d09fb517 ran · our draft was wrong fingerprinted licence of this copy not recorded
Deep Reinforcement Learning for Industrial Insertion Tasks with Visual Inputs and Natural Rewards 13 Jun 2019 mizolotu/SmartExcavator/select_demonstration.py 2e61652e60f58f2d unverified MIT recorded; this copy not marked cleared · pointer only
StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks 6 Jun 2018 seo3650/Audio_style_transfer/preprocess.py 68c3ef43d09fb517 ran · our draft was wrong fingerprinted no licence file found · pointer only
Multiaccuracy: Black-Box Post-Processing for Fairness in Classification 31 May 2018 amiratag/multiaccuracyboost/utils.py fbdc5caf3f79baba unverified MIT (permissive)
Adapted Deep Embeddings: A Synthesis of Methods for $k$-Shot Inductive Transfer Learning 22 May 2018 garyCC227/thesis/model_train.py 3592b07c9571b601 unverified MIT (permissive)
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation 24 Nov 2017 identical code first harvested elsewhere 68c3ef43d09fb517 ran · our draft was wrong fingerprinted licence of this copy not recorded
Robust Unsupervised Domain Adaptation for Neural Networks via Moment Alignment 16 Nov 2017 wzell/mann/sentiment_analysis.py 7da008496a778398 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data 18 Oct 2016 ashishdandekar/Privacy-at-risk/PATE/teachers.py b1ab84060a406b17 ran · fixture could not drive it GPL-3.0 (copyleft) · pointer only
Neural Random Forests 25 Apr 2016 JohannesMaxWel/neural_random_forests/dataloader.py 75b8158e943d040c ran · our draft was wrong fingerprinted no licence file found · pointer only
Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs 30 Mar 2016 nmslib/nmslib/benchmark/data_utils.py 2687bda4a867ff8a unverified Apache-2.0 (permissive)
arXiv:aaai_25669 MatrixBrain/DMIS/utils/data_utils.py 37217f619f072ecb unverified MIT (permissive)
arXiv:2024.findings-acl.444 nlpaueb/dmmcs/utils/utilities.py 3dbd8315c53642ce unverified MIT (permissive)
arXiv:2023.emnlp-main.923 sunnweiwei/RankGPT/InstructDistill/instruction_distill.py 654ad1edd7372dd6 ran fingerprinted Apache-2.0 (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