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split_dataset

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

split_dataset appears in the code Syntology harvested for 65 papers, as 55 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 33 of the papers; 1 of the code bodies carries 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_dataset 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 24 of the 55 distinct code bodies named split_dataset; 31 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
9ran · our draft was wrong
1ran · fixture could not drive it
14ran
31unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 69 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

65 papers shown of 65, newest first; 69 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 5 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
SWORDBENCH: Evaluating Orthogonality of Steering Image Representations added by Syntology 2026-05 (from id) Weixin-Liang/MetaShift/experiments/distribution_shift/misc.py 18e820e42046bc45 ran MIT (permissive)
Max-pooling Network Revisited: Analyzing the Role of Semantic Probability in Multiple Instance Learning for Hallucination Detection added by Syntology 2026-05 (from id) FUJI1229/Hallucination_Detection/gen/generation/uncertainty/utils/utils.py eb7cd0b37505f35f ran MIT (permissive)
K-STEMIT: Knowledge-Informed Spatio-Temporal Efficient Multi-Branch Graph Neural Network for Subsurface Stratigraphy Thickness Estimation from Radar Data added by Syntology 2026-04 (from id) BinaLab/K-STEMIT/utils.py 16f5a086720fabd8 unverified MIT (permissive)
Early-Warning Signals of Grokking via Loss-Landscape Geometry added by Syntology 2026-02 (from id) skydancerosel/dyck_scan/dyck/grok_sweep.py afca75c828f1fb23 unverified no licence file found · pointer only
Selecting Hyperparameters for Tree-Boosting added by Syntology 2026-02 (from id) fl0risk/HPOTreeBoosting/utils_modelling.py ceac6415cc77626f unverified no licence file found · pointer only
APE-Bench I: Towards File-level Automated Proof Engineering of Formal Math Libraries 27 Apr 2025 xinhjBrant/APE-Bench/src/datasets/ape_bench/split.py e01c17926244a2ec unverified MIT (permissive)
Do ImageNet-trained models learn shortcuts? The impact of frequency shortcuts on generalization 5 Mar 2025 nis-research/hfss/hfss/LSI.py 5f913213824f631e ran · our draft was wrong MIT (permissive)
Implicit Search via Discrete Diffusion: A Study on Chess 27 Feb 2025 HKUNLP/DiffuSearch/src/llmtuner/dsets/utils.py 1c0a502523d29b60 ran Apache-2.0 (permissive)
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment 24 Feb 2025 facico/goat-peft/goat/train_nlg.py 7450a473b4f17f71 ran · our draft was wrong MIT (permissive)
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment 24 Feb 2025 facico/goat-peft/goat/train_vit.py 7d02e789de7329ec ran · our draft was wrong MIT (permissive)
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning 18 Oct 2024 HKUNLP/diffusion-vs-ar/src/llmtuner/dsets/utils.py 1c0a502523d29b60 ran Apache-2.0 (permissive)
Decoding Game: On Minimax Optimality of Heuristic Text Generation Strategies 4 Oct 2024 omar-hagrass/decoding-game/src/utils.py 7a47a92a0aa77a70 ran no licence file found · pointer only
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs 22 Jun 2024 oatml/semantic-entropy-probes/semantic_uncertainty/uncertainty/utils/utils.py eb7cd0b37505f35f ran MIT (permissive)
ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images 20 Jun 2024 ChenLiu-1996/ImageFlowNet/src/data_utils/split.py 7c531ebf9174deef ran licence not identified · pointer only
Large language model validity via enhanced conformal prediction methods 14 Jun 2024 jjcherian/conditional-conformal/conditionalconformal/experiment_utils.py 4fe1f68fa8d32424 ran MIT (permissive)
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models 7 Jun 2024 rui-ye/openfedllm/federated_learning/split_dataset.py 60c6c78eb9667d17 ran Apache-2.0 (permissive)
Less is More: Discovering Concise Network Explanations 24 May 2024 nkondapa/discoveringconcisenetworkexplanations/datasets/utils.py eea6a3838d6871ef ran no licence file found · pointer only
Offline Model-Based Optimization via Policy-Guided Gradient Search 8 May 2024 yassineCh/PGS/surrogate.py 45a7574afd665891 ran no licence file found · pointer only
Detecting critical treatment effect bias in small subgroups 29 Apr 2024 jaabmar/kernel-test-bias/src/datasets/hillstrom.py f7d83fb9da13d37e ran MIT (permissive)
Latent Concept-based Explanation of NLP Models 18 Apr 2024 xuemin-yu/eraser_movie_latentconcept/src/classifier_mapping/split_dataset.py eb96f8c05768ff87 ran no licence file found · pointer only
FedPFT: Federated Proxy Fine-Tuning of Foundation Models 17 Apr 2024 pzp-dzd/fedpft/federated_proxy_finetuning/fedtune.py 76a78d956291b265 ran no licence file found · pointer only
ULMA: Unified Language Model Alignment with Human Demonstration and Point-wise Preference 5 Dec 2023 unified-language-model-alignment/src/src/llmtuner/dsets/utils.py fa0e41311e2cae40 ran Apache-2.0 (permissive)
CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning 22 Nov 2023 lunyiliu/coachlm/src/glmtuner/dsets/utils.py 7e79046cf1a9ca3f ran Apache-2.0 (permissive)
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models 19 Oct 2023 zhaozhengchen/sam_wsss/sam_text_input_coco.py 198c3be080d6e91e ran · fixture could not drive it MIT (permissive)
When More is Less: Incorporating Additional Datasets Can Hurt Performance By Introducing Spurious Correlations 8 Aug 2023 basedrhys/ood-generalization/clinicaldg/lib/misc.py 18e820e42046bc45 ran no licence file found · pointer only
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration 17 Jul 2023 hiroki11x/timm_ood_calibration/domainbed/lib/misc.py 18e820e42046bc45 ran Apache-2.0 (permissive)
TensorNet: Cartesian Tensor Representations for Efficient Learning of Molecular Potentials 10 Jun 2023 materialsvirtuallab/matgl/src/matgl/graph/data.py f8f4216e12bc9e70 unverified BSD-3-Clause (permissive)
Direct Preference Optimization: Your Language Model is Secretly a Reward Model 29 May 2023 kidist-amde/ddro-direct-document-relevance-optimization/src/pretrain/finetune_docTTTTTquery_NQ.py bdad0f787751d773 unverified Apache-2.0 (permissive)
MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data 14 Apr 2023 tuneinsight/federated-llms/OpenFedLLM/federated_learning/split_dataset.py 60c6c78eb9667d17 ran Apache-2.0 (permissive)
SLowcal-SGD: Slow Query Points Improve Local-SGD for Stochastic Convex Optimization 9 Apr 2023 dahan198/slowcal-sgd/slowcal_sgd/utils.py dd69f8e805a3016c unverified MIT (permissive)
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies 25 Mar 2023 LeapMind/PUAD/puad/dataset.py 079e540378c4e38e unverified Apache-2.0 (permissive)
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation 16 Dec 2022 linyq2117/clip-es/generate_cams_voc12.py 198c3be080d6e91e ran · fixture could not drive it MIT (permissive)
Self-Supervised PPG Representation Learning Shows High Inter-Subject Variability 7 Dec 2022 Raminghorbanii/Self-Supervised-PPG-Representation-Learning-Shows-High-Inter-Subject-Variability/Downstream_Task/Downstream_DataProcess.py d3357ead0ebbce02 unverified MIT (permissive)
Self-Supervised PPG Representation Learning Shows High Inter-Subject Variability 7 Dec 2022 Raminghorbanii/Self-Supervised-PPG-Representation-Learning-Shows-High-Inter-Subject-Variability/Pretext_Task/Pretext_DataProcess.py 45ea7baa349b9cdb unverified MIT (permissive)
Unsupervised Non-transferable Text Classification 23 Oct 2022 chaoscodes/untl/UNTL.py 302c4a6e825f2744 ran · our draft was wrong MIT (permissive)
Test-Time Adaptation via Self-Training with Nearest Neighbor Information 8 Jul 2022 mingukjang/tast/domainbed/lib/misc.py 18e820e42046bc45 ran MIT recorded; this copy not marked cleared · pointer only
To update or not to update? Neurons at equilibrium in deep models 19 Jul 2022 eidoslab/neq/src/general_utils.py 57dd477e8805987e unverified MIT (permissive)
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery 21 Jun 2022 omron-sinicx/srsd-benchmark/dataset_generator.py 3413352810b18638 ran · our draft was wrong MIT (permissive)
Undersampling is a Minimax Optimal Robustness Intervention in Nonparametric Classification 26 May 2022 niladri-chatterji/undersampling-minimax/src/datasets/utils.py 47d36c87f2335145 unverified MIT (permissive)
A graph representation of molecular ensembles for polymer property prediction 17 May 2022 coleygroup/polymer-chemprop-data/results/vipea/data-efficiency/rf/run_all_evaluations.py a5601195db12c53d unverified MIT (permissive)
Class Re-Activation Maps for Weakly-Supervised Semantic Segmentation 2 Mar 2022 zhaozhengChen/ReCAM/step/make_recam.py b86a17571429fc45 ran · our draft was wrong no licence file found · pointer only
Is Importance Weighting Incompatible with Interpolating Classifiers? 24 Dec 2021 keawang/importance-weighting-interpolating-classifiers/src/datasets/utils.py 47d36c87f2335145 unverified MIT (permissive)
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains 25 Nov 2021 shogi880/DPLCLIP/domainbed/lib/misc.py 18e820e42046bc45 ran MIT recorded; this copy not marked cleared · pointer only
Combining Diverse Feature Priors 15 Oct 2021 MadryLab/copriors/datasets/datasets.py fba38ca89627329d unverified MIT (permissive)
FOCUS: Familiar Objects in Common and Uncommon Settings 7 Oct 2021 priyathamkat/focus/src/experiments/dataset.py 4ec8689e6e353fb4 ran · our draft was wrong licence not identified · pointer only
Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing 27 Aug 2021 MLforHealth/CausalDA/train_env.py 5c0450ec429262a9 unverified MIT (permissive)
Complementary Patch for Weakly Supervised Semantic Segmentation 9 Aug 2021 Ferenas/CPN/misc/torchutils.py 8129bde610e5350b unverified MIT (permissive)
Chest ImaGenome Dataset for Clinical Reasoning 31 Jul 2021 LourentzouTBD/ChestImaGenomeChangeDetection/data.py a0d52457fbfb9ccc unverified MIT (permissive)
Hierarchical graph neural nets can capture long-range interactions 15 Jul 2021 rampasek/HGNet/dataset.py 624a91da04cd5dce unverified MIT (permissive)
Towards Understanding and Mitigating Social Biases in Language Models 24 Jun 2021 pliang279/LM_bias/src/data_preprocess/context_nullspace_projection.py 992ba37e8f011975 unverified MIT (permissive)
SAND-mask: An Enhanced Gradient Masking Strategy for the Discovery of Invariances in Domain Generalization 4 Jun 2021 shahtalebi/SAND-mask/domainbed/lib/misc.py 18e820e42046bc45 ran MIT (permissive)
Memory Wrap: a Data-Efficient and Interpretable Extension to Image Classification Models 1 Jun 2021 KRLGroup/memory-wrap/paper/VIT/train_memory_vit.py 396cfa296f2b6833 unverified MIT (permissive)
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation 12 May 2021 L-A-Sandhu/Swin-Unet-/src/swin_transformer/split_data.py 17f6210c3a9f9f5b unverified MIT (permissive)
Utilizing Self-supervised Representations for MOS Prediction 7 Apr 2021 andi611/Self-Supervised-Speech-Pretraining-and-Representation-Learning/s3prl/downstream/speech_commands/expert.py 9ea710404e13fb0a unverified Apache-2.0 (permissive)
A Transformer-based Framework for Multivariate Time Series Representation Learning 6 Oct 2020 gzerveas/mvts_transformer/src/datasets/datasplit.py 761d7abb12b095eb unverified MIT (permissive)
Data-Driven Learning of Geometric Scattering Networks 6 Oct 2020 KrishnaswamyLab/LearnableScattering/models/LEGS.py 80f9aa4f45b145ba ran · our draft was wrong licence not identified · pointer only
Prediction Intervals: Split Normal Mixture from Quality-Driven Deep Ensembles 19 Jul 2020 tarik/pi-snm-qde/neural_pi/data.py e8c91903039fbbbd unverified MIT (permissive)
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks 18 Jun 2020 trachote/predict_elastic_tensor/utils/datamodule.py d7a94dcfe704c989 unverified MIT (permissive)
Adaptive Gradient-Based Meta-Learning Methods 6 Jun 2019 mkhodak/ARUBA/reptile/supervised_reptile/omniglot.py 60258f666e8cd77e unverified MIT (permissive)
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks 5 Jun 2019 PwnerHarry/Stronger_GCN/PyTorch/utils.py dc4505e1479e9db1 unverified MIT (permissive)
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks 5 Jun 2019 PwnerHarry/Stronger_GCN/TF2/utils.py 9d66a089d3b2d75a unverified MIT (permissive)
Autonomous skill discovery with Quality-Diversity and Unsupervised Descriptors 28 May 2019 Kyzarok/MScProject_AURORA_with_RNN/BallisticMyVer/control.py f84dd3a020f59e2d ran · our draft was wrong fingerprinted no licence file found · pointer only
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations 10 Apr 2019 jiwoon-ahn/irn/misc/torchutils.py 8129bde610e5350b unverified MIT (permissive)
arXiv:ijcai2025_0850 Hongyi-Lyu-MQ/SULI/utils/data_utils.py 682ebc14011b7dc8 unverified MIT (permissive)
arXiv:aaai_28139 linyq2117/TagCLIP/CLIP-ES/generate_cams_coco.py 454b870026132c11 unverified MIT (permissive)
arXiv:aaai_20108 jieqin-ai/AMR/misc/torchutils.py 8129bde610e5350b unverified Apache-2.0 (permissive)
arXiv:Quetu_LaCoOT_Layer_Collapse_through_Optimal_Transport_ICCV_2025_paper VGCQ/LaCoOT/dataloaders/utils.py bf8a250ffd6dbadb unverified MIT (permissive)
arXiv:Lin_CLIP_Is_Also_an_Efficient_Segmenter_A_Text-Driven_Approach_for_CVPR_2023_paper linyq2117/CLIP-ES/generate_cams_voc12.py 198c3be080d6e91e ran · fixture could not drive it MIT (permissive)
arXiv:Lin_CLIP_Is_Also_an_Efficient_Segmenter_A_Text-Driven_Approach_for_CVPR_2023_paper linyq2117/CLIP-ES/generate_cams_coco14.py 454b870026132c11 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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