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get_loader

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

get_loader appears in the code Syntology harvested for 62 papers, as 69 distinct code bodies found in 71 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 0 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 get_loader 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 10 of the 69 distinct code bodies named get_loader; 59 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
9ran
59unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 19 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

62 papers shown of 62, 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 4 papers added by Syntology; 6 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
A New Kind of Adversarial Example: Measuring the Human-Model Gap, and Its Relationship to OOD Detection added by Syntology 2026-07 (from id) alikayyam/NKE_attack/nke/data.py 124f18256cea5d08 unverified no licence file found · pointer only
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) AyushRoy2001/ManifoldGD/fid.py 8e9046371d41825d ran no licence file found · pointer only
Distributionally Robust Classification for Multi-source Unsupervised Domain Adaptation added by Syntology 29 Jan 2026 kshwi5500/DRL_for_UDA/get_data_ours.py 68831a455604e3e7 unverified no licence file found · pointer only
Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation added by Syntology 2025-11 (from id) j-cyoung/ADSA_DD/perturbation_analysis/compute_entropy.py 92b50eb6e14294c7 unverified no licence file found · pointer only
arXiv:2506.21866 2025-06 (from id) CSYSI/DPU-Former/DPU-Former_25_IJCAI/utils/dataloader.py e04135543eeb06ab unverified no licence file found · pointer only
Compressed Image Generation with Denoising Diffusion Codebook Models 3 Feb 2025 DDCM-2025/ddcm-compressed-image-generation/ddcm/latent_runners.py 5550ef781c1cfd75 unverified MIT (permissive)
Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers 25 Jun 2024 juanerx/q-dit/qdit/datautils.py b4ced3357c4fdc20 ran no licence file found · pointer only
LAVIB: A Large-scale Video Interpolation Benchmark 14 Jun 2024 alexandrosstergiou/lavib/VFI_codebases/FLAVR/dataset/lavib.py f4e7766f2d6d996e unverified licence not identified · pointer only
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 11 May 2024 sldgroup/emcad/utils/dataloader.py fc82fd0863bc4d22 ran licence not identified · pointer only
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 11 May 2024 sldgroup/emcad/utils/dataloader_polyp.py f9ba40e4610a2020 ran licence not identified · pointer only
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation 19 Apr 2024 wx-zhang/continual-learning-on-a-diet/data.py d6d8bcbbbf9b99ab ran no licence file found · pointer only
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation 11 Mar 2024 gavinwxy/ddfp/dataset/builder.py c4a5f452f24a2ef0 unverified Apache-2.0 (permissive)
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation 11 Mar 2024 gavinwxy/ddfp/dataset_city/builder.py 5469d8a1c4ce07cc unverified Apache-2.0 (permissive)
Towards Efficient and Effective Unlearning of Large Language Models for Recommendation 6 Mar 2024 justarter/e2urec/utils.py e24cdbaf08b34918 ran no licence file found · pointer only
RAUCA: A Novel Physical Adversarial Attack on Vehicle Detectors via Robust and Accurate Camouflage Generation 24 Feb 2024 SeRAlab/Robust-and-Accurate-UV-map-based-Camouflage-Attack/src/Image_Segmentation/data_loader.py 12ab0a19dd968bce ran no licence file found · pointer only
HR-APR: APR-agnostic Framework with Uncertainty Estimation and Hierarchical Refinement for Camera Relocalisation 22 Feb 2024 lck666666/hr-apr/feature_extractor/data_loader.py 2f5421de91edb081 unverified no licence file found · pointer only
UMIE: Unified Multimodal Information Extraction with Instruction Tuning 5 Jan 2024 ZUCC-AI/UMIE/src/ace05_clip_data.py d93f7729eb095f9a unverified no licence file found · pointer only
UMIE: Unified Multimodal Information Extraction with Instruction Tuning 5 Jan 2024 ZUCC-AI/UMIE/src/imsitu_clip_data.py 28a5b95820b6e9a1 unverified no licence file found · pointer only
UMIE: Unified Multimodal Information Extraction with Instruction Tuning 5 Jan 2024 ZUCC-AI/UMIE/src/m2e2_clip_data.py 21200c59e1f98fb3 unverified no licence file found · pointer only
SegVol: Universal and Interactive Volumetric Medical Image Segmentation 22 Nov 2023 BAAI-DCAI/SegVol/data_utils.py 883ac6b675c5850b unverified MIT (permissive)
Fine-grained Recognition with Learnable Semantic Data Augmentation 1 Sep 2023 LeapLabTHU/LearnableISDA/utils/data_utils.py 51d41994183c270d unverified no licence file found · pointer only
FIRE: Food Image to REcipe generation 28 Aug 2023 prateekchhikara/fire/ingredients/data_loader.py c1ac4e0ae35aedcf unverified no licence file found · pointer only
Single-User Injection for Invisible Shilling Attack against Recommender Systems 21 Aug 2023 kdegroup/sui-attack/data_pre.py 2d5a913e453f8011 unverified MIT (permissive)
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial Network 29 Jul 2023 abstractteen/gan_ownership_verification/data_loader.py 9eb551a5d4ef16a1 ran MIT (permissive)
Semi-Supervised Semantic Segmentation via Gentle Teaching Assistant 18 Jan 2023 Jin-Ying/GTA-Seg/gta/dataset/builder.py 85056ce7849ad6da unverified Apache-2.0 (permissive)
MONAI: An open-source framework for deep learning in healthcare 4 Nov 2022 yaziciz/GLIMS/utils/data_utils.py 4f0846ad1f425220 unverified MIT (permissive)
Multimodal Across Domains Gaze Target Detection 23 Aug 2022 francescotonini/multimodal-across-domains-gaze-target-detection/datasets/build.py 7635341f21c816ca unverified MIT (permissive)
Camouflaged Object Detection via Context-aware Cross-level Fusion 27 Jul 2022 thograce/C2FNet/utils/dataloader.py e04135543eeb06ab unverified Apache-2.0 (permissive)
Domain Adaptation under Open Set Label Shift 26 Jul 2022 VisionLearningGroup/DANCE/data_loader/get_loader.py 01528e3c98ec363f unverified MIT (permissive)
Disparate Impact in Differential Privacy from Gradient Misalignment 15 Jun 2022 layer6ai-labs/fair-dp/datasets/loaders.py 6475a837db4b9ffa unverified Apache-2.0 (permissive)
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations 6 Apr 2022 PolinaKirichenko/deep_feature_reweighting/wb_data.py 24cf9c3f2c0dee5f unverified BSD-2-Clause (permissive)
CP-ViT: Cascade Vision Transformer Pruning via Progressive Sparsity Prediction 9 Mar 2022 ok858ok/CP-ViT/CP-ViT/utils/data_utils.py 3810fe8eaff038b2 unverified MIT (permissive)
TRACER: Extreme Attention Guided Salient Object Tracing Network 14 Dec 2021 Karel911/TRACER/dataloader.py 48f924316939963f unverified Apache-2.0 (permissive)
On the Safety of Conversational Models: Taxonomy, Dataset, and Benchmark 16 Oct 2021 thu-coai/diasafety/codes/mix_train.py 3349be060ae9fe89 unverified Apache-2.0 (permissive)
Combining Diverse Feature Priors 15 Oct 2021 MadryLab/copriors/datasets/dataset_utils.py df7df2af74f39431 unverified MIT (permissive)
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets 2 Jul 2021 HayeonLee/MetaD2A/MetaD2A_mobilenetV3/database/metaloader.py 14ef56df31b716ed unverified MIT (permissive)
OVANet: One-vs-All Network for Universal Domain Adaptation 7 Apr 2021 VisionLearningGroup/OVANet/data_loader/get_loader.py 8ff18904c899705c unverified MIT (permissive)
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models 11 Oct 2020 stanfordmlgroup/MedSelect/src/moco/get_loader.py 55935351950f720b unverified Apache-2.0 (permissive)
A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference 6 Oct 2020 sanghyun-hong/deepsloth/model_funcs.py 2afaaf23c911b3e5 unverified MIT (permissive)
Unbalanced Sobolev Descent 29 Sep 2020 IBM/USD/unbalanced_descent.py 1beaa0f96fbe0db6 ran · our draft was wrong Apache-2.0 (permissive)
PROFIT: A Novel Training Method for sub-4-bit MobileNet Models 11 Aug 2020 EunhyeokPark/PROFIT/my_lib/imagenet.py 1f7a778aac88a931 unverified MIT (permissive)
Variational Inference with Continuously-Indexed Normalizing Flows 10 Jul 2020 anthonycaterini/cif-vi/cif/datasets/loaders.py 51f878c58b289379 unverified MIT (permissive)
Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs 5 Jul 2020 DeepGraphLearning/FewShotRE/fewshot_re_kit/data_loader.py 5ce7216c1f8b98e4 unverified MIT (permissive)
Unsupervised Speech Decomposition via Triple Information Bottleneck 23 Apr 2020 auspicious3000/SpeechSplit/data_loader.py 60e1b14d63143cce unverified MIT (permissive)
Unsupervised Speech Decomposition via Triple Information Bottleneck 23 Apr 2020 auspicious3000/autovc/data_loader.py 9190dd81722f0209 unverified MIT (permissive)
Unsupervised Speech Decomposition via Triple Information Bottleneck 23 Apr 2020 tobwei/disentintel/data_loader.py a06b32f0a03e5e15 unverified MIT (permissive)
Directional Message Passing for Molecular Graphs 6 Mar 2020 akirasosa/pytorch-dimenet/src/dimenet/loader.py 13510a6058a2e6e3 unverified MIT (permissive)
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference 24 Feb 2020 gorakraj/earlyexit_onnx/Networks/8. L2Stop/l2stop-master/sdn_stop/architectures/SDNs/ResNet_SDN.py f5036fe874e2e4de ran no licence file found · pointer only
Learned Image Compression with Discretized Gaussian Mixture Likelihoods and Attention Modules 6 Jan 2020 LiuLei95/PyTorch-Learned-Image-Compression-with-GMM-and-Attention/datasets.py 330dd4378c3e3a35 unverified Apache-2.0 (permissive)
StarGAN v2: Diverse Image Synthesis for Multiple Domains 4 Dec 2019 UdonDa/StarGAN-v2-pytorch-nonofficial/data_loader.py 5ab14f9a150cfbc0 unverified MIT (permissive)
Multi-marginal Wasserstein GAN 3 Nov 2019 basiralab/topoGAN/data_loader.py ac96ef6fa350fee9 unverified MIT (permissive)
Document Rectification and Illumination Correction using a Patch-based CNN 20 Sep 2019 xiaoyu258/DocProj/train_loader.py c15376b4b5eca830 unverified MIT (permissive)
Document Rectification and Illumination Correction using a Patch-based CNN 20 Sep 2019 xiaoyu258/DocProj/train_loader_illumination.py 604fa1896d3244e6 unverified MIT (permissive)
Deep Set Prediction Networks 15 Jun 2019 Cyanogenoid/dspn/dspn/data.py 1868ee6802c6d911 unverified MIT (permissive)
Unlabeled Data Improves Adversarial Robustness 31 May 2019 yguooo/semisup-adv/dataloader.py 30546224f5287d93 unverified MIT (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 affromero/SMILE/data_loader.py 2cef682f544273a6 unverified MIT (permissive)
ECG Heartbeat Classification: A Deep Transferable Representation 19 Apr 2018 Drajan/DDxNet/utils/data_loader.py 7c9871f6c1da69a6 unverified Apache-2.0 (permissive)
Multimodal Unsupervised Image-to-Image Translation 12 Apr 2018 yaxingwang/SDIT/data_loader.py 813e0e6fd4e0a9c4 unverified MIT (permissive)
Attention U-Net: Learning Where to Look for the Pancreas 11 Apr 2018 Spider-scnu/Instance-Segmentation-For-Cancer/code/data_loader_cancer.py 31ef84f2073efaea unverified BSD-2-Clause (permissive)
Attention U-Net: Learning Where to Look for the Pancreas 11 Apr 2018 Spider-scnu/Instance-Segmentation-For-Cancer/code/data_loader.py 5704356446f05667 unverified BSD-2-Clause (permissive)
Large-Scale Image Retrieval with Attentive Deep Local Features 19 Dec 2016 nashory/DeLF-pytorch/train/dataloader.py 7a9dec8d9dfd2eb7 unverified MIT (permissive)
Deeply supervised salient object detection with short connections 15 Nov 2016 AceCoooool/DSS-pytorch/dataset.py c30bbe8adf8ad847 unverified MIT (permissive)
End-to-end Optimized Image Compression 5 Nov 2016 liujiaheng/iclr_17_compression/datasets.py 330dd4378c3e3a35 unverified MIT (permissive)
A Neural Algorithm of Artistic Style 26 Aug 2015 jtiger958/style-transfer-pytorch/dataloader/dataloader.py bb819e37f3028e3b unverified MIT (permissive)
Conditional Generative Adversarial Nets 6 Nov 2014 doansangg/CGAN-PyTorch/dataloader.py 20278399f273f79e unverified Apache-2.0 (permissive)
arXiv:aaai_28521 winter-flow/WSMD/data.py 258911cfac89ec47 unverified MIT (permissive)
arXiv:aaai_28521 winter-flow/WSMD/dataloader.py bc3b2391b7cb324c unverified MIT (permissive)
arXiv:aaai_25958 tsingqguo/bgmix/train_Classifier.py e611aa6b0a184d4f unverified MIT (permissive)
arXiv:Wang_Hunting_Sparsity_Density-Guided_Contrastive_Learning_for_Semi-Supervised_Semantic_Segmentation_CVPR_2023_paper Gavinwxy/DGCL/dgcl/dataset/builder.py fa5a641bc14640ed unverified Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.153 thunlp/FewRel/fewshot_re_kit/data_loader.py 000548a22f0525ba unverified MIT (permissive)
arXiv:2023.acl-long.452 terarachang/DataICL/train_datamodels.py b7f1b985949e4e6e 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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