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ResNet18

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

ResNet18 appears in the code Syntology harvested for 174 papers, as 161 distinct code bodies found in 185 places (a place is one code body under one paper). At least one of them ran in 88 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 ResNet18 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 68 of the 161 distinct code bodies named ResNet18; 93 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
22ran · our draft was wrong
1ran · fixture could not drive it
45ran
93unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 67 of the 185 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 174 (newest first; the JSON twin carries all 185 places); 104 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 11 papers added by Syntology; 13 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
UASPL: Uncertainty-Aware Self-Paced Learning with Evidential Neural Networks added by Syntology 2026-07 (from id) treelife979/UASPL/uaspl_pic/UASPL_pic.py c66ce74c2f24b6fd ran · our draft was wrong no licence file found · pointer only
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) Jiacheng8/FADRM/models/resnet.py c2749ad43673e986 ran MIT (permissive)
OrderDP: A Theoretically Guaranteed Lossless Dynamic Data Pruning Framework added by Syntology 2026-06 (from id) shengze-xu/OrderDP/cifar/model.py 216dfc1ec6fb0185 unverified no licence file found · pointer only
FedBCGD: Communication-Efficient Accelerated Block Coordinate Gradient Descent for Federated Learning added by Syntology 5 Mar 2026 junkangLiu0/FedBCGD/models/resnet.py 2a2273f5859157b9 unverified no licence file found · pointer only
When Priors Backfire: On the Vulnerability of Unlearnable Examples to Pretraining added by Syntology 2026-03 (from id) zhli-cs/BAIT/models/ResNet.py 0f23e7e681845fe0 ran · our draft was wrong Apache-2.0 (permissive)
Federated Inference: Toward Privacy-Preserving Collaborative and Incentivized Model Serving added by Syntology 2026-03 (from id) thejungwon/FedSEI/experiments/ensemble/federated_ensemble.py 307430501c786d82 unverified no licence file found · pointer only
Federated Inference: Toward Privacy-Preserving Collaborative and Incentivized Model Serving added by Syntology 2026-03 (from id) thejungwon/FedSEI/experiments/ensemble/federated_ensemble_reward.py 234adf3a20684520 unverified no licence file found · pointer only
Stable Coresets via Posterior Sampling: Aligning Induced and Full Loss Landscapes added by Syntology 2025-11 (from id) changwk1001/stable-coreset/models/resnet18.py 1fb158f9e4bd423e unverified MIT (permissive)
Toward Efficient Inference Attacks: Shadow Model Sharing via Mixture-of-Experts added by Syntology 2025-10 (from id) BaiLibl/ShadowPool/models/resnet.py a570cef4986fe37e unverified no licence file found · pointer only
Long-Tailed Recognition via Information-Preservable Two-Stage Learning added by Syntology 2025-10 (from id) fudong03/BNS_IPDPP/models/models_resnet.py 7f50eb957dba227a unverified Apache-2.0 (permissive)
FedQS: Optimizing Gradient and Model Aggregation for Semi-Asynchronous Federated Learning added by Syntology 2025-10 (from id) bkjod/FedQS_/utils/afl_avg_our.py f2e022668e45a2f2 ran · our draft was wrong no licence file found · pointer only
Noisy-Pair Robust Representation Alignment for Positive-Unlabeled Learning added by Syntology 2025-10 (from id) Hengwei-Zhao96/NcPU/utils_model/NcPU.py 74af5c87fc40b0e8 unverified no licence file found · pointer only
arXiv:2507.06482 2025-07 (from id) hwang52/FedDifRC/model/resnet.py a272239719bfdd36 unverified Apache-2.0 (permissive)
FADRM: Fast and Accurate Data Residual Matching for Dataset Distillation 30 Jun 2025 jiacheng8/fadrm/models/resnet.py c2749ad43673e986 ran MIT (permissive)
Test-Time Adaptation with Binary Feedback 24 May 2025 taeckyung/BiTTA/models/ResNet.py dfdeebd2ab319782 unverified MIT (permissive)
Prediction via Shapley Value Regression 7 May 2025 amrmalkhatib/ViaSHAP/resshap.py a29e6069f1c0f418 unverified MIT (permissive)
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach 31 Jan 2025 TIML-Group/Conformal-Prediction-Unlearning/models/resnet.py f58940e16113096b unverified MIT (permissive)
Dataset Distillation via Committee Voting 13 Jan 2025 jiacheng8/cv-dd/models/resnet.py c2749ad43673e986 ran MIT (permissive)
Sparse patches adversarial attacks via extrapolating point-wise information 25 Nov 2024 yanemcovsky/sparsepatches/models/cifar10/resnet.py 4842fd34ecb61152 unverified no licence file found · pointer only
Sparse patches adversarial attacks via extrapolating point-wise information 25 Nov 2024 yanemcovsky/SparsePatches/models/cifar10/resnet.py 861cf376d1226ed5 unverified no licence file found · pointer only
Typicalness-Aware Learning for Failure Detection 4 Nov 2024 liuyijungoon/TAL/model/resnet18.py f72c08537f7bcb61 unverified MIT (permissive)
Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-Training of Deep Networks 3 Oct 2024 bigml-cs-ucla/mkdt/distill.py 2073212d9cb89cde ran · our draft was wrong no licence file found · pointer only
EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification 10 Sep 2024 jackbrocp/entaugment/Network/ResNet.py 0f23e7e681845fe0 ran · our draft was wrong no licence file found · pointer only
Beyond Unconstrained Features: Neural Collapse for Shallow Neural Networks with General Data 3 Sep 2024 wanlihongc/neural-collapse/train_utils.py d660ed438cb5aa30 ran no licence file found · pointer only
Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail 13 Aug 2024 inar-design/patt/models/resnet.py c1c5637c9970cab6 ran Apache-2.0 (permissive)
Tackling Noisy Clients in Federated Learning with End-to-end Label Correction 8 Aug 2024 sprinter1999/fedelc/resnets/model_resnet.py 38dc12a408b60505 ran MIT (permissive)
FADAS: Towards Federated Adaptive Asynchronous Optimization 25 Jul 2024 yujiaw98/FADAS/models/resnet.py 0f23e7e681845fe0 ran · our draft was wrong no licence file found · pointer only
Distribution-Aware Robust Learning from Long-Tailed Data with Noisy Labels 23 Jul 2024 JaesoonBaik1213/DaSC/models/PreResNet.py 621298c338df1815 ran MIT (permissive)
Rethinking the Architecture Design for Efficient Generic Event Boundary Detection 17 Jul 2024 ziwei-zheng/efficientgebd/EffSoccerNet/resnet.py cba195bb7da7ecdf ran no licence file found · pointer only
Learning to Complement and to Defer to Multiple Users 9 Jul 2024 zhengzhang37/lecodu/PreResNet.py 7b20f1288903c47c ran · our draft was wrong no licence file found · pointer only
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting 24 Jun 2024 tinkez/fap_cdfsc/methods/backbone.py b6071c551fcbd7c6 unverified no licence file found · pointer only
LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging 18 Jun 2024 snu-mllab/LayerMerge/HALP/models/resnet.py 7ca664ad5eb99003 unverified MIT (permissive)
BWS: Best Window Selection Based on Sample Scores for Data Pruning across Broad Ranges 5 Jun 2024 NohyunKi/BWS/model/resnet.py af713fc888bdc5de ran no licence file found · pointer only
Robust Classification by Coupling Data Mollification with Label Smoothing 3 Jun 2024 markusheinonen/supervised-mollification/src/networks/resnet.py fc70aa6b2f78beb1 ran no licence file found · pointer only
arXiv:2406.01130 2024-06 (from id) skezle/sava/models/resnet.py 28c851c37ba33ca9 ran no licence file found · pointer only
SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching 28 May 2024 Yongalls/SelMatch/distill.py 84ba1f2ad3c425f4 ran · our draft was wrong no licence file found · pointer only
Neural Network Verification with Branch-and-Bound for General Nonlinearities 31 May 2024 huanzhang12/alpha-beta-CROWN/complete_verifier/model_defs.py a95d3680efa231cc ran licence not identified · pointer only
MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts 29 May 2024 renchunzi-xie/mano/models/resnet.py c4894fa08bdadbde unverified MIT (permissive)
Task Groupings Regularization: Data-Free Meta-Learning with Heterogeneous Pre-trained Models 26 May 2024 walkerworldpeace/tgr/network.py 8a52b4ddf8c6b7c2 unverified Apache-2.0 (permissive)
Relational DNN Verification With Cross Executional Bound Refinement 16 May 2024 debangshu-banerjee/racoon/baseline/model_defs.py a95d3680efa231cc ran no licence file found · pointer only
Provably Unlearnable Data Examples 6 May 2024 neuralsec/certified-data-learnability/models/ResNet.py 0f23e7e681845fe0 ran · our draft was wrong no licence file found · pointer only
Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders 2 May 2024 yuyi-sd/D-VAE/models/ResNet.py 68634298232db423 ran MIT (permissive)
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning 27 Mar 2024 noorahmedds/orco/models/orco/Network.py 597d8b8ba7223694 ran · our draft was wrong no licence file found · pointer only
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning 23 Mar 2024 liuyuchen-cz/f-oal/models/resnet.py 60feedb6b62d7332 ran no licence file found · pointer only
Revisiting Adversarial Training under Long-Tailed Distributions 15 Mar 2024 NISPLab/AT-BSL/models/resnet.py 0f23e7e681845fe0 ran · our draft was wrong no licence file found · pointer only
Do Deep Neural Network Solutions Form a Star Domain? 12 Mar 2024 aktsonthalia/starlight/models/resnet_cifar_std.py f9d6fb9a87a15f29 ran MIT (permissive)
PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor 11 Mar 2024 jaewonalive/peeraid/models/resnet.py e3684407a46e11eb ran GPL-3.0 (copyleft) · pointer only
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement 11 Mar 2024 cheliu-computation/merl/finetune/models/resnet1d.py 6d247f814f9a7559 ran MIT (permissive)
Revisiting Confidence Estimation: Towards Reliable Failure Prediction 5 Mar 2024 impression2805/fmfp/model/resnet18.py d4e4af52eb34ce16 ran MIT (permissive)
Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning 1 Mar 2024 zoilsen/flor/methods/backbone.py ee3b1d7df72ebb48 unverified no licence file found · pointer only
Learning with Logical Constraints but without Shortcut Satisfaction 1 Mar 2024 SoftWiser-group/NeSy-without-Shortcuts/models/resnet.py 8ac07200c1c79ca8 ran no licence file found · pointer only
DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly 29 Feb 2024 iit-pavis/diffassemble/puzzle_diff/model/spatial_diffusion.py 6f3ee56844431d2a unverified no licence file found · pointer only
Robust Training of Federated Models with Extremely Label Deficiency 22 Feb 2024 tmlr-group/Twin-sight/model/SSFL_ResNet18.py 47e6829098b5f441 ran MIT (permissive)
Towards Meta-Pruning via Optimal Transport 12 Feb 2024 alexandertheus/intra-fusion/model_architectures/resnet.py e7e2178058335c15 ran MIT (permissive)
Game-Theoretic Unlearnable Example Generator 31 Jan 2024 hong-xian/gue/gue.py f6362fad9eb59b64 ran · our draft was wrong no licence file found · pointer only
DAFA: Distance-Aware Fair Adversarial Training 23 Jan 2024 rucy74/DAFA/models/resnet.py 0f23e7e681845fe0 ran · our draft was wrong no licence file found · pointer only
Dirichlet-Based Prediction Calibration for Learning with Noisy Labels 13 Jan 2024 chenchenzong/dpc/AAAI2024_DPC_code/PreResNet.py d825b77f356fed41 ran no licence file found · pointer only
Entropic Open-set Active Learning 21 Dec 2023 bardisafa/eoal/resnet.py 1691210be37b12ed ran no licence file found · pointer only
CR-SAM: Curvature Regularized Sharpness-Aware Minimization 21 Dec 2023 trustaiot/cr-sam/models/resnet.py b179c6e8a69a7442 unverified no licence file found · pointer only
Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning 17 Dec 2023 mala-lab/cocl/models/resnet.py e2322a484fb268e8 ran Apache-2.0 (permissive)
EAT: Towards Long-Tailed Out-of-Distribution Detection 14 Dec 2023 stomach-ache/long-tailed-ood-detection/models/our_resnet.py 1522f2caa81eeb43 ran no licence file found · pointer only
Detection and Defense of Unlearnable Examples 14 Dec 2023 hala64/udp/model/ResNet.py 37c74b4545ee35da ran no licence file found · pointer only
REST: Enhancing Group Robustness in DNNs through Reweighted Sparse Training 5 Dec 2023 zhao1402072392/rest/sparselearning/models.py 0b98222d60088756 ran no licence file found · pointer only
Deep Unlearning: Fast and Efficient Gradient-free Approach to Class Forgetting 1 Dec 2023 sangamesh-kodge/class_forgetting/models/resnet.py 9e4fdf529e5eb35a unverified no licence file found · pointer only
FedFN: Feature Normalization for Alleviating Data Heterogeneity Problem in Federated Learning 22 Nov 2023 jhoon-oh/FedBABU/models/ResNet.py 0f23e7e681845fe0 ran · our draft was wrong MIT (permissive)
Backdoor Threats from Compromised Foundation Models to Federated Learning 2023-11 (from id) lixi1994/backdoor_fm_fl/resnet.py 8fd68bd7ff5fe005 ran no licence file found · pointer only
Label-Only Model Inversion Attacks via Knowledge Transfer 30 Oct 2023 AlanPeng0897/Defend_MI/BiDO/model.py 4d7100d163a0ad4f ran MIT (permissive)
InstanT: Semi-supervised Learning with Instance-dependent Thresholds 29 Oct 2023 tmllab/2023_NeurIPS_InstanT/semilearn/algorithms/instant/T_estimator.py beac57554acf9059 ran MIT (permissive)
InstanT: Semi-supervised Learning with Instance-dependent Thresholds 29 Oct 2023 tmllab/2023_NeurIPS_InstanT/semilearn/algorithms/adamatch/T_estimator.py 0c13dc8a530b0d98 ran MIT (permissive)
Combating Representation Learning Disparity with Geometric Harmonization 26 Oct 2023 MediaBrain-SJTU/Geometric-Harmonization/resnet.py 43a1d3b25104ae7a ran MIT (permissive)
Fed-GraB: Federated Long-tailed Learning with Self-Adjusting Gradient Balancer 11 Oct 2023 ZackZikaiXiao/FedGraB/model/model_res.py 7248400cfaf54981 ran no licence file found · pointer only
Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion 6 Oct 2023 bartwojcik/d2dmoe/architectures/resnets.py 24b15be4477fe752 ran MIT (permissive)
DataDAM: Efficient Dataset Distillation with Attention Matching 29 Sep 2023 datadistillation/datadam/main_DataDAM.py 7c9efcd20eaa83da ran · our draft was wrong no licence file found · pointer only
CoMFLP: Correlation Measure based Fast Search on ASR Layer Pruning 21 Sep 2023 louislau1129/comflp/Partial_Distance_Correlation/Diverge_Training/cifar_model.py f8e8f7a11059e15d ran no licence file found · pointer only
Towards Mitigating Architecture Overfitting on Distilled Datasets 8 Sep 2023 cityu-mlo/mitigate_architecture_overfitting/model.py 3d5c3585d162a761 ran no licence file found · pointer only
Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates 28 Aug 2023 muratonuryildirim/cl-with-dst/models.py d61a69da72731a6b ran MIT (permissive)
Late Stopping: Avoiding Confidently Learning from Mislabeled Examples 26 Aug 2023 tmllab/2023_ICCV_LateStopping/LateStopping/resnetnew.py 19adf90fa9a5ab24 ran no licence file found · pointer only
Deciphering Raw Data in Neuro-Symbolic Learning with Provable Guarantees 21 Aug 2023 abductivelearning/abl-tl/models/resnet.py bf2dc9b636476628 ran no licence file found · pointer only
Class-level Structural Relation Modelling and Smoothing for Visual Representation Learning 8 Aug 2023 czt117/csrms/models/resnet.py 46dd76e49a4bb02c ran no licence file found · pointer only
Characterizing Data Point Vulnerability via Average-Case Robustness 26 Jul 2023 ai4life-group/average-case-robustness/models/resnet.py a3b4819210f94d04 ran MIT (permissive)
PopulAtion Parameter Averaging (PAPA) 6 Apr 2023 samsungsailmontreal/papa/models/resnet.py d7c3eb24eb759696 unverified MIT (permissive)
The Devil's Advocate: Shattering the Illusion of Unexploitable Data using Diffusion Models 15 Mar 2023 hmdolatabadi/avatar/models/ResNet.py 336a886b8ba6ecb3 unverified MIT (permissive)
Certified Robust Neural Networks: Generalization and Corruption Resistance 3 Mar 2023 ryanlucas3/hr_neural_networks/HR_Neural_Networks/Paper_experiments/Section_6.3/resnet.py 622328fcdcde6053 unverified MIT (permissive)
Information Plane Analysis for Dropout Neural Networks 2023-03 (from id) link-er/ip_dropout/cifar10_dropout/dropout_netw.py 43a4a0be796c29ac unverified MIT (permissive)
Trading Information between Latents in Hierarchical Variational Autoencoders 9 Feb 2023 timxzz/hit/svhn_classifier.py a7e48b90e47310fe unverified MIT (permissive)
On the Robustness of Randomized Ensembles to Adversarial Perturbations 2 Feb 2023 identical code first harvested elsewhere 0f23e7e681845fe0 ran · our draft was wrong licence of this copy not recorded
Are Diffusion Models Vulnerable to Membership Inference Attacks? 2 Feb 2023 jinhaoduan/secmi/mia_evals/secmia.py eba347d140a27299 ran · fixture could not drive it MIT (permissive)
Efficient and Effective Augmentation Strategy for Adversarial Training 27 Oct 2022 val-iisc/DAJAT/models/resnet.py 986f87e3f22773c4 unverified MIT (permissive)
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup 24 Oct 2022 2014mchidamb/midpoint-mixup-multi-view-icml/models/resnet.py 29ed975ebc7b8082 unverified MIT (permissive)
Scaling Adversarial Training to Large Perturbation Bounds 18 Oct 2022 val-iisc/OAAT/models/resnet.py 5b31923638042434 unverified MIT (permissive)
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection 27 Sep 2022 THUYimingLi/Untargeted_Backdoor_Watermark/UBW-C/model.py febb3deba6c74f90 unverified Apache-2.0 (permissive)
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection 27 Sep 2022 THUYimingLi/Untargeted_Backdoor_Watermark/UBW-C/model_i.py 3250979a4f8eac8e unverified Apache-2.0 (permissive)
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification 23 Aug 2022 yunqing-me/Born-Again-FS/baseline_model/methods/backbone.py 6a349f825361445e unverified MIT (permissive)
Label-Noise Learning with Intrinsically Long-Tailed Data 21 Aug 2022 wakings/tabasco/models/PreResNet.py 7b20f1288903c47c ran · our draft was wrong no licence file found · pointer only
On the Privacy Effect of Data Enhancement via the Lens of Memorization 17 Aug 2022 lixiaothu/privacy_and_aug/models/ResNet.py e646ab652ba06157 unverified MIT (permissive)
Centrality and Consistency: Two-Stage Clean Samples Identification for Learning with Instance-Dependent Noisy Labels 29 Jul 2022 uitrbn/TSCSI_IDN/PreResNet.py 7b20f1288903c47c ran · our draft was wrong MIT (permissive)
Domain Adaptation under Open Set Label Shift 26 Jul 2022 acmi-lab/open-set-label-shift/models/Resnet.py 6fad1b656bc73c83 unverified Apache-2.0 (permissive)
DC-BENCH: Dataset Condensation Benchmark 20 Jul 2022 justincui03/dc_benchmark/networks/resnet.py b5ca7379bcdfde12 unverified MIT (permissive)
Topology-aware Generalization of Decentralized SGD 25 Jun 2022 raiden-zhu/generalization-of-dsgd/gpu_work.py f0583db318f5fe5f ran · metamorphic tier: deterministic no licence file found · pointer only
CARD: Classification and Regression Diffusion Models 15 Jun 2022 xzwhan/card/classification/card_classification.py 00f0eefbf9f3be08 ran · our draft was wrong no licence file found · pointer only
Bilateral Dependency Optimization: Defending Against Model-inversion Attacks 11 Jun 2022 xpeng9719/defend_mi/BiDO/model.py 4d7100d163a0ad4f ran MIT (permissive)
One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks 24 May 2022 cychomatica/one-pixel-shotcut/model/ResNet.py ff9d88e7227f5564 unverified Apache-2.0 (permissive)
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering 23 May 2022 akhilmathurs/orchestra/models.py c3468705a3c6bfc9 ran · our draft was wrong no licence file found · pointer only
Formulating Robustness Against Unforeseen Attacks 28 Apr 2022 inspire-group/variation-regularization/train/ResNet.py be26cd273a9061a6 ran · our draft was wrong no licence file found · pointer only

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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