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create_dataloader

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

create_dataloader appears in the code Syntology harvested for 35 papers, as 33 distinct code bodies found in 35 places (a place is one code body under one paper). At least one of them ran in 15 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 create_dataloader 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 13 of the 33 distinct code bodies named create_dataloader; 20 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
2ran · fixture could not drive it
10ran
20unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 35 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

35 papers shown of 35, newest first; 35 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; 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
Transfer Learning in Nonparametric Regression with Deep ReLU Networks added by Syntology 2026-08 (from id) RenJump/Twostage-Trans-DNN/src/twostage_transdnn/experiment.py b9346acbe7a11c1d ran MIT (permissive)
Co-Learning for Missing Arbitrary Modalities in Multi-modal Classification added by Syntology 2026-07 (from id) fmenat/Co4Miss/comiss/datasets/utils.py a952de37125781a5 ran no licence file found · pointer only
A Hybridizable Neural Time Integrator for Stable Autoregressive Forecasting added by Syntology 2026-04 (from id) PIMILab/hnode/pca_datasets.py 79be9b25c87c5f31 ran no licence file found · pointer only
AI-Slop to AI-Polish? Aligning Language Models through Edit-Based Writing Rewards and Test-time Computation 10 Apr 2025 salesforce/creativity_eval/WritingRewards/WQRM_inference.py 37e949716301e219 ran · our draft was wrong BSD-3-Clause (permissive)
Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences 6 Nov 2024 ml-jku/chem-xlstm/chemxlstm/dataloaders.py b52fb76a05e95adb unverified Apache-2.0 (permissive)
ROBIN: Robust and Invisible Watermarks for Diffusion Models with Adversarial Optimization 6 Nov 2024 Hannah1102/ROBIN/gen_watermark.py c00a1b3a3bfccabb unverified no licence file found · pointer only
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification 23 Oct 2024 deepskies/domainadaptivemveforlensmodeling/src/training/MVEUDA/train_utils.py 14c1433952fcc498 unverified no licence file found · pointer only
Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers 31 Oct 2024 kaiyan289/rl_as_vitamin_for_online_decision_transformers/data.py 7d29a6ab9532055c unverified no licence file found · pointer only
Can AI writing be salvaged? Mitigating Idiosyncrasies and Improving Human-AI Alignment in the Writing Process through Edits 22 Sep 2024 identical code first harvested elsewhere 37e949716301e219 ran · our draft was wrong licence of this copy not recorded
How DREAMS are made: Emulating Satellite Galaxy and Subhalo Populations with Diffusion Models and Point Clouds 4 Sep 2024 trivnguyen/nehod_torch/datasets.py e376966413c801a4 ran MIT (permissive)
Scaling Backwards: Minimal Synthetic Pre-training? 1 Aug 2024 SUPER-TADORY/1p-frac/train/data.py 66801f43fe5c3707 unverified MIT (permissive)
DistillSeq: A Framework for Safety Alignment Testing in Large Language Models using Knowledge Distillation 2024-07 (from id) DistillSeq/DistillSeq/train_model.py 91c9daa52935f8c5 ran · fixture could not drive it no licence file found · pointer only
xLSTM: Extended Long Short-Term Memory 7 May 2024 gonzalopezgil/xlstm-ts/src/ml/models/xlstm_ts/training.py c418ccbf439fb6c1 unverified MIT (permissive)
Cross-lingual Contextualized Phrase Retrieval 25 Mar 2024 ghrua/ccpr_release/code/dataloader.py 22f43e3b9d994eca unverified no licence file found · pointer only
CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement 15 Mar 2024 VQE-CPGA/CPGA/utils/deep_learning.py 795e702374efc75e ran no licence file found · pointer only
VLLaVO: Mitigating Visual Gap through LLMs 6 Jan 2024 LL-a-VO/VLLaVO/lens/utils.py f95424e47545245d ran no licence file found · pointer only
Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake Detection 4 Jan 2024 dflip3k/dflip-3k/src/safety_detector/safety_checker.py fcf321aa47474c75 ran MIT (permissive)
Critic-Guided Decision Transformer for Offline Reinforcement Learning 21 Dec 2023 sharkwyf/cgdt/data.py 35c8150831857f55 ran MIT (permissive)
On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype Expansion 19 Aug 2023 yushu-li/owttt/imagenet/utils/prepare_dataset.py bb8138f4b12d16e1 ran MIT (permissive)
Improving Generalization of Adversarial Training via Robust Critical Fine-Tuning 1 Aug 2023 Immortalise/RiFT/dataloader.py c7da9a5b14f0e084 unverified no licence file found · pointer only
Dequantization and Color Transfer with Diffusion Models 6 Jul 2023 vibe007/Dequantization_Diffusion_Models/run_palette.py 082ba860cda1525b ran no licence file found · pointer only
Towards Language Models That Can See: Computer Vision Through the LENS of Natural Language 28 Jun 2023 contextualai/lens/lens/utils.py f95424e47545245d ran Apache-2.0 (permissive)
Future-conditioned Unsupervised Pretraining for Decision Transformer 26 May 2023 fffffarmer/pdt/src/data.py b43888879a4dc247 unverified MIT (permissive)
Data-efficient Large Scale Place Recognition with Graded Similarity Supervision 21 Mar 2023 marialeyvallina/generalized_contrastive_loss/src/factory.py f88006d744a236e4 unverified MIT (permissive)
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction 13 Dec 2022 dsam99/lol/data/process_data.py 53c7bc8d9ab5c5f8 ran · fixture could not drive it no licence file found · pointer only
HYPRO: A Hybridly Normalized Probabilistic Model for Long-Horizon Prediction of Event Sequences 4 Oct 2022 alipay/hypro_tpp/hypro_tpp/preprocess/data_loader.py 2148f6ec1007f87b unverified Apache-2.0 (permissive)
TIPS: Text-Induced Pose Synthesis 24 Jul 2022 prasunroy/tips/refinenet/dataloader.py 851a74f4363a27fd unverified Apache-2.0 (permissive)
PP-YOLOE: An evolved version of YOLO 30 Mar 2022 Gaurav14cs17/YOLOE/dataset.py 16c920160161420a unverified MIT (permissive)
BARF: Bundle-Adjusting Neural Radiance Fields 13 Apr 2021 MQ66/gnerf/dataset/dataloader.py 7c0f83be3b1230bb unverified MIT (permissive)
Asymmetric Loss For Multi-Label Classification 29 Sep 2020 mrT23/TResNet/src/helper_functions/helper_functions.py df7d18ef933d037a unverified Apache-2.0 (permissive)
Rewriting a Deep Generative Model 30 Jul 2020 PeterWang512/GANSketching/training/dataset.py 53eba98d072664b8 unverified MIT (permissive)
Evaluation of Appearance-Based Methods and Implications for Gaze-Based Applications 2019-01 (from id) hysts/pytorch_mpiigaze/gaze_estimation/dataloader.py 9072701fd3a91174 unverified MIT (permissive)
EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models 2018-04 (from id) dtrizna/nebula/nebula/data_utils.py 0da2f30f9daf8d28 unverified MIT (permissive)
arXiv:aaai_20745 dmdmello/HC-MGAN/utils/data.py 5ec81d942f8b2550 unverified MIT (permissive)
arXiv:Xu_Boosting_Image_Quality_Assessment_through_Efficient_Transformer_Adaptation_with_Local_CVPR_2024_paper NeosXu/LoDa/src/dataset/dataloader.py fc33e57d85f98a9f unverified 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