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get_scheduler

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

get_scheduler appears in the code Syntology harvested for 122 papers, as 83 distinct code bodies found in 125 places (a place is one code body under one paper). At least one of them ran in 65 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 get_scheduler 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 36 of the 83 distinct code bodies named get_scheduler; 47 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
0ran · fixture could not drive it
27ran
47unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 31 of the 125 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

100 papers shown of 122 (newest first; the JSON twin carries all 125 places); 102 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; 9 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
Memory-Efficient LLM Training with Dynamic Sparsity: From Stability to Practical Scaling added by Syntology 2026-06 (from id) QiaoXiao7282/SMET/sparselearning/core_dst.py 39370bd3a72d4bb0 unverified no licence file found · pointer only
Sentiment and Emotion Classification of Indonesian E-Commerce Reviews via Multi-Task BiLSTM and AutoML Benchmarking added by Syntology 2026-04 (from id) ikii-sd/pba2026-crazyrichteam/src/model.py 0d77e8af1cc709ef ran no licence file found · pointer only
Improving Sparse Autoencoder with Dynamic Attention added by Syntology 2026-04 (from id) qyj-bkjx/Sparsemax-SAE/src/sae_training/utils.py 4a7cb61e02537776 unverified MIT (permissive)
Cross-Domain Object Detection Using Unsupervised Image Translation added by Syntology 2026-01 (from id) junyanz/pytorch-CycleGAN-and-pix2pix/models/networks.py be2275b31b14454e unverified licence not identified · pointer only
ConceptScope: Characterizing Dataset Bias via Disentangled Visual Concepts added by Syntology 2025-10 (from id) jjho-choi/ConceptScope/src/sae_training/utils.py 4a7cb61e02537776 unverified MIT (permissive)
Multimodal Negative Learning added by Syntology 2025-10 (from id) BaoquanGong/Multimodal-Negative-Learning/train_latefusion.py 82c8f2c81932d71f unverified no licence file found · pointer only
Diffusion models under low-noise regime 9 Jun 2025 lizardp1/diffusion_low_noise_regime/train/code/score_based_image/pix2pix.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions 10 Mar 2025 qiaoruiyt/gsr/gsr.py 2864831366686f37 ran · our draft was wrong MIT (permissive)
Beyond Message Passing: Neural Graph Pattern Machine 30 Jan 2025 Zehong-Wang/GPM/GPM/utils/scheduler.py 7558c1d41d184597 unverified MIT (permissive)
Sparse autoencoders reveal selective remapping of visual concepts during adaptation 6 Dec 2024 dynamical-inference/patchsae/src/sae_training/utils.py 4a7cb61e02537776 unverified MIT (permissive)
FRUGAL: Memory-Efficient Optimization by Reducing State Overhead for Scalable Training 12 Nov 2024 fzmushko/frugal/utils/training_utils.py f9d92971ebcb2964 unverified Apache-2.0 (permissive)
Toward Understanding In-context vs. In-weight Learning 30 Oct 2024 chanb/icl_vs_iwl/src/optimizer.py 75fa073f0c5c3557 unverified no licence file found · pointer only
Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders 27 Oct 2024 openmoss/language-model-saes/src/llamascopium/optim.py 9c10445c3187eedd unverified no licence file found · pointer only
New Paradigm of Adversarial Training: Breaking Inherent Trade-Off between Accuracy and Robustness via Dummy Classes 16 Oct 2024 FlaAI/DUCAT/common/utils.py 700a41318238fb05 ran no licence file found · pointer only
SymDiff: Equivariant Diffusion via Stochastic Symmetrisation 8 Oct 2024 leozhangML/SymDiff/qm9/models.py 0f0e2214104b64a1 ran MIT (permissive)
Cottention: Linear Transformers With Cosine Attention 27 Sep 2024 gmongaras/Cottention_Transformer/BERT_Trainer/Trainer.py 83431518c5e4fbbe ran no licence file found · pointer only
Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler 26 Sep 2024 KPeng9510/EBiL-HaDS/optimizer/optimizer.py 508c76ea74aa577e ran no licence file found · pointer only
SUM: Saliency Unification through Mamba for Visual Attention Modeling 25 Jun 2024 Arhosseini77/SUM/net/utils.py dea42821258184c2 ran MIT (permissive)
Transcoders Find Interpretable LLM Feature Circuits 17 Jun 2024 jacobdunefsky/transcoder_circuits/sae_training/optim.py 72e1b397fe5aa9b2 ran no licence file found · pointer only
Predictive Dynamic Fusion 7 Jun 2024 Yinan-Xia/PDF/train_pdf.py 350ba8e8dc9c1d1d ran · our draft was wrong Apache-2.0 (permissive)
Fine-tuned In-Context Learning Transformers are Excellent Tabular Data Classifiers 22 May 2024 felixdenbreejen/tabforestpfn/tabularbench/core/get_scheduler.py 65a13579cf86d425 ran MIT (permissive)
Mirage: A Multi-Level Superoptimizer for Tensor Programs 9 May 2024 mirage-project/mirage/python/mirage/utils.py fa9480318ea67b0c ran fingerprinted Apache-2.0 (permissive)
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation 2 May 2024 c-juhwan/unigen/task/classification/train_sungen.py c77f4dd2400eabb1 ran · our draft was wrong no licence file found · pointer only
Gradformer: Graph Transformer with Exponential Decay 24 Apr 2024 LiuChuang0059/Gradformer/optimizer/ultra_optimizer.py f46f264157437aa0 ran no licence file found · pointer only
FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba 15 Apr 2024 milliexie/fusionmamba/utils.py dea42821258184c2 ran no licence file found · pointer only
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation 29 Mar 2024 wurenkai/UltraLight-VM-UNet/utils.py dea42821258184c2 ran MIT (permissive)
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation 20 Mar 2024 wurenkai/h-vmunet/utils.py dea42821258184c2 ran no licence file found · pointer only
Unfamiliar Finetuning Examples Control How Language Models Hallucinate 8 Mar 2024 katiekang1998/llm_hallucinations/trlx/sweep.py 8fae271bba35cd50 ran no licence file found · pointer only
Gaussian Plane-Wave Neural Operator for Electron Density Estimation 5 Feb 2024 holywater2/GPWNO/utils.py da74086a092f658a ran no licence file found · pointer only
VM-UNet: Vision Mamba UNet for Medical Image Segmentation 4 Feb 2024 jcruan519/vm-unet/utils.py dea42821258184c2 ran Apache-2.0 (permissive)
Fourier Prompt Tuning for Modality-Incomplete Scene Segmentation 30 Jan 2024 ruipingl/miss/semseg/schedulers.py 1190c7468e2cdaa7 ran no licence file found · pointer only
VMamba: Visual State Space Model 18 Jan 2024 zs1314/skinmamba/utils.py dea42821258184c2 ran Apache-2.0 (permissive)
Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis 16 Jan 2024 yerfor/Real3DPortrait/deep_3drecon/deep_3drecon_models/networks.py 962cf09d55becbb1 ran MIT (permissive)
Exposure Bracketing Is All You Need For A High-Quality Image 1 Jan 2024 cszhilu1998/BracketIRE/models/networks.py c8ae69be9259d9e5 ran licence not identified · pointer only
CLIP-DINOiser: Teaching CLIP a few DINO tricks for open-vocabulary semantic segmentation 19 Dec 2023 wysoczanska/clip_dinoiser/scheduler.py f076a7dcefe44574 ran Apache-2.0 (permissive)
How to Train Neural Field Representations: A Comprehensive Study and Benchmark 16 Dec 2023 samuelepapa/fit-a-nef/fit_a_nef/utils.py 184421ec2a0f995f ran MIT (permissive)
X4D-SceneFormer: Enhanced Scene Understanding on 4D Point Cloud Videos through Cross-modal Knowledge Transfer 12 Dec 2023 jinglinglingling/x4d/lr_scheduler.py 3d76fa970c387c22 ran no licence file found · pointer only
Equivariant Neural Operator Learning with Graphon Convolution 17 Nov 2023 ccr-cheng/infgcn-pytorch/utils.py da74086a092f658a ran MIT (permissive)
Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes 3 Oct 2023 cszhilu1998/SelfHDR/models/networks.py 54818de9a3db4700 ran licence not identified · pointer only
Scene-aware Human Motion Forecasting via Mutual Distance Prediction 1 Oct 2023 xccyue/MutualDistance/GTAIM/finalmodel/model/solver.py 6870f18a9ca74b62 ran no licence file found · pointer only
PB-LLM: Partially Binarized Large Language Models 29 Sep 2023 hahnyuan/binaryllm/qat/run_qat.py fab444ffcb40c0e4 ran MIT (permissive)
Learning to Transform for Generalizable Instance-wise Invariance 28 Sep 2023 sutkarsh/flow_inv/learned_inv/lila/flow_invariance.py e8537cdf4793433f ran · our draft was wrong no licence file found · pointer only
Astroconformer: The Prospects of Analyzing Stellar Light Curves with Transformer-Based Deep Learning Models 28 Sep 2023 panjiashu/astroconformer/Astroconformer/Train/lr_scheduler.py 0236fcac0f95ad95 ran no licence file found · pointer only
Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization 18 Aug 2023 zzwdx/medic/optimizer/optimizer.py 508c76ea74aa577e ran no licence file found · pointer only
Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects 6 Aug 2023 ChunmingHe/Camouflageator/unet/networks.py f28f371ac79d4e8a ran no licence file found · pointer only
Towards General Low-Light Raw Noise Synthesis and Modeling 31 Jul 2023 fengzhang427/LRD/utils.py 5fa7698e84d3a88c ran MIT (permissive)
Strivec: Sparse Tri-Vector Radiance Fields 25 Jul 2023 Zerg-Overmind/Strivec/mvs/networks.py aac1d53eba64174a ran no licence file found · pointer only
Latent-OFER: Detect, Mask, and Reconstruct with Latent Vectors for Occluded Facial Expression Recognition 21 Jul 2023 leeisack/latent-ofer/hybrid_recon/models/networks.py d2575c24d11029c0 ran MIT (permissive)
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation 17 Jul 2023 jcruan519/ege-unet/utils.py dea42821258184c2 ran Apache-2.0 (permissive)
Uncertainty-aware State Space Transformer for Egocentric 3D Hand Trajectory Forecasting 17 Jul 2023 oppo-us-research/USST/src/optimizers.py 6652cb820c60c46b ran Apache-2.0 (permissive)
Decoupled Prioritized Resampling for Offline RL 8 Jun 2023 sail-sg/oper/advantage.py 416e045bc405e821 unverified Apache-2.0 (permissive)
Provable Dynamic Fusion for Low-Quality Multimodal Data 3 Jun 2023 QingyangZhang/QMF/text-image-classification/train_qmf.py bc0eac6886ec6085 ran · our draft was wrong MIT (permissive)
General Neural Gauge Fields 5 May 2023 fnzhan/Neural-Gauge-Fields/InfoInv/models/networks.py a2ad64d9a4e01421 unverified MIT (permissive)
Hybrid Neural Rendering for Large-Scale Scenes with Motion Blur 25 Apr 2023 CVMI-Lab/HybridNeuralRendering/models/helpers/networks.py aac1d53eba64174a ran Apache-2.0 (permissive)
Handwritten Text Generation from Visual Archetypes 27 Mar 2023 hnam-1765/writevit/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Effectively Modeling Time Series with Simple Discrete State Spaces 16 Mar 2023 hazyresearch/spacetime/optimizer.py 8b3d244df90e90d8 unverified Apache-2.0 (permissive)
Delivering Arbitrary-Modal Semantic Segmentation 2 Mar 2023 jamycheung/DELIVER/semseg/schedulers.py 1190c7468e2cdaa7 ran Apache-2.0 (permissive)
Benchmark Dataset and Effective Inter-Frame Alignment for Real-World Video Super-Resolution 10 Dec 2022 hitrainer/eavsr/models/networks.py 82bd3e5c005f2a4f unverified MIT (permissive)
Unifying Vision, Text, and Layout for Universal Document Processing 5 Dec 2022 DS4SD/MarkushGrapher/markushgrapher/core/trainers/optimization.py e78d0e6d79459413 unverified MIT (permissive)
On the Utility of Self-supervised Models for Prosody-related Tasks 13 Oct 2022 jsalt-2022-ssl/superb-prosody/s3prl/schedulers.py 880bf296f53cdebf unverified Apache-2.0 (permissive)
IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languages 24 Aug 2022 AI4Bharat/indicSUPERB/s3prl/schedulers.py 880bf296f53cdebf unverified Apache-2.0 (permissive)
BadHash: Invisible Backdoor Attacks against Deep Hashing with Clean Label 1 Jul 2022 cgcl-codes/badhash/model/module.py 0427d9736d5128bb unverified MIT (permissive)
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge 17 Jun 2022 pku-rl/copl/src/core/ppo.py cf26db7df2302923 unverified MIT (permissive)
Fast building segmentation from satellite imagery and few local labels 10 Jun 2022 fuzailpalnak/building-footprint-segmentation/building_footprint_segmentation/helpers/schedular.py 5a57f2000e834661 unverified Apache-2.0 (permissive)
Text2LIVE: Text-Driven Layered Image and Video Editing 5 Apr 2022 omerbt/Text2LIVE/models/networks.py 00115f91134a551e unverified MIT (permissive)
Moving Window Regression: A Novel Approach to Ordinal Regression 24 Mar 2022 nhshin-mcl/mwr/train_code/network/optimizer_utils.py c8dd3939501836d5 unverified MIT (permissive)
Learning to generate line drawings that convey geometry and semantics 23 Mar 2022 carolineec/informative-drawings/networks.py 78865ef3023c58ad unverified MIT (permissive)
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection 1 Mar 2022 zhangzjn/ocr-gan/lib/models/networks.py bf9182e2d81230d0 unverified MIT (permissive)
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond 21 Feb 2022 tamer-saleh/s1gflood-detection/networks.py 5fd6b26c18104c25 unverified CC0-1.0 (permissive)
Domain Adaptation on Point Clouds via Geometry-Aware Implicits 17 Dec 2021 jhonve/implicitpcda/models/networks.py f28f371ac79d4e8a ran MIT (permissive)
Attention-Free Keyword Spotting 14 Oct 2021 AI-Research-BD/Keyword-MLP/utils/scheduler.py d836a387836b9a38 unverified MIT (permissive)
Open-Set Recognition: a Good Closed-Set Classifier is All You Need? 12 Oct 2021 sgvaze/osr_closed_set_all_you_need/utils/schedulers.py 8d59d5daedcdf3f8 unverified MIT (permissive)
Attack as the Best Defense: Nullifying Image-to-image Translation GANs via Limit-aware Adversarial Attack 6 Oct 2021 jimmy-academia/lasgsa/src/networks.py f28f371ac79d4e8a ran MIT (permissive)
Multi-Anchor Active Domain Adaptation for Semantic Segmentation 18 Aug 2021 munanning/mada/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Aligning Pretraining for Detection via Object-Level Contrastive Learning 4 Jun 2021 hologerry/SoCo/contrast/lr_scheduler.py 719e3e747eea5104 unverified MIT recorded; this copy not marked cleared · pointer only
Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training 24 May 2021 SuperSupermoon/MedViLL/downstream_task/classification/cls.py 350ba8e8dc9c1d1d ran · our draft was wrong MIT (permissive)
SUPERB: Speech processing Universal PERformance Benchmark 3 May 2021 joselyn-rodriguez/s3prl/s3prl/schedulers.py 880bf296f53cdebf unverified Apache-2.0 (permissive)
Memory-guided Unsupervised Image-to-image Translation 12 Apr 2021 HsinYingLee/DRIT/src/model.py fcd2cbd6dab69214 ran · our draft was wrong no licence file found · pointer only
Keyword Transformer: A Self-Attention Model for Keyword Spotting 1 Apr 2021 ID56/Torch-KWT/utils/scheduler.py d836a387836b9a38 unverified MIT (permissive)
AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation 24 Feb 2021 bing-li-ai/AniGAN/src/trainer.py 26a6db153868cc17 ran · our draft was wrong licence not identified · pointer only
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 26 Jan 2021 microsoft/ProDA/models/adaptation_modelv2.py 7101765897c8d17b ran · our draft was wrong MIT (permissive)
Are wider nets better given the same number of parameters? 27 Oct 2020 google-research/wide-sparse-nets/ResNet18/utils.py fff82f4a2d75732c unverified Apache-2.0 (permissive)
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination 9 Aug 2020 frank-xwang/CLD-UnsupervisedLearning/lib/lr_scheduler.py d4783c4a6100b3cc unverified MIT (permissive)
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning 3 Aug 2020 YihengZhang-CV/SeCo-Sequence-Contrastive-Learning/seco/lr_scheduler.py 088dafd9a0b63f68 unverified MIT (permissive)
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning 3 Aug 2020 YihengZhang-CV/SeCo-Sequence-Contrastive-Learning/downstream/finetune/seco_util/lr_scheduler.py e1f51bffd0f854ea unverified MIT (permissive)
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech 12 Jul 2020 Vernacular-ai/Multimodal-Slu/schedulers.py 880bf296f53cdebf unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 sak-h/pytorch-Denoising-Diffusion-Probabilistic-Models/models/ddpm.py 62a8cdfdb51ec275 ran · our draft was wrong no licence file found · pointer only
Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization 14 Jun 2020 Siyu-C/ACAR-Net/scheduler.py 6ecced1e66623371 unverified Apache-2.0 (permissive)
Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data 29 May 2020 tommy-qichang/AsynDGAN/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong BSD-2-Clause (permissive)
Instance-aware Image Colorization 21 May 2020 ericsujw/InstColorization/models/networks.py f4ecb472fd266452 unverified MIT (permissive)
ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text Generation 23 Mar 2020 amzn/convolutional-handwriting-gan/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network 19 Feb 2020 zhongyuchen/snn-iir/snn_lib/schedulers.py c3554bfa9c4e2e4e unverified Apache-2.0 (permissive)
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing 11 Feb 2020 apourchot/to_share_or_not_to_share/utils.py e816f750ceeb6df0 unverified MIT (permissive)
Fast is better than free: Revisiting adversarial training 12 Jan 2020 aliborji/Shapedefence/pix2pix-pytorch/networks.py 78865ef3023c58ad unverified MIT (permissive)
DuDoRNet: Learning a Dual-Domain Recurrent Network for Fast MRI Reconstruction with Deep T1 Prior 11 Jan 2020 bbbbbbzhou/DuDoRNet/models/utils.py 3f4e80aa212f9327 unverified MIT (permissive)
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition 2019-12 (from id) sithu31296/audio-tagging/utils/schedulers.py d966b9be6af68778 unverified MIT (permissive)
DoveNet: Deep Image Harmonization via Domain Verification 27 Nov 2019 bcmi/Image_Harmonization_Datasets/DoveNet/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation 29 Oct 2019 RogerZhangzz/CAG_UDA/models/networks.py 62a8cdfdb51ec275 ran · our draft was wrong MIT (permissive)
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 23 Oct 2019 wangcongcong123/ttt/covid_event/finetune_pt.py fb8d516be9f13090 unverified MIT (permissive)
Unsupervised Sketch-to-Photo Synthesis 18 Sep 2019 samaonline/3D-Shape-Reconstruction-from-Free-Hand-Sketches/sketchstd/models/networks.py f28f371ac79d4e8a ran BSD-3-Clause (permissive)
Positional Normalization 9 Jul 2019 Boyiliee/PONO/pytorch-DRIT-PONO-MS/src/networks_pono.py fcd2cbd6dab69214 ran · our draft was wrong MIT (permissive)
Positional Normalization 9 Jul 2019 Boyiliee/PONO/pytorch-CycleGAN-and-pix2pix-with-PONO/networks_pono.py 07969c6a497f5752 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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