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ResNet50

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

ResNet50 appears in the code Syntology harvested for 83 papers, as 80 distinct code bodies found in 91 places (a place is one code body under one paper). At least one of them ran in 40 of the papers; 2 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 ResNet50 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 35 of the 80 distinct code bodies named ResNet50; 45 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
2ran · fixture could not drive it
27ran
45unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 33 of the 91 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

83 papers shown of 83, newest first; 91 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; 8 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
Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets? added by Syntology 2026-06 (from id) Jiacheng8/FADRM/models/resnet.py 71310b3a95d5c6eb 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 3bc95f47c3e8ab73 ran 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/resnet50.py 48dc10fe0cd21883 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 69e10ea3202d4d4f unverified no licence file found · pointer only
FADRM: Fast and Accurate Data Residual Matching for Dataset Distillation 30 Jun 2025 jiacheng8/fadrm/models/resnet.py 71310b3a95d5c6eb ran MIT (permissive)
Test-Time Adaptation with Binary Feedback 24 May 2025 taeckyung/BiTTA/models/ResNet.py e4bc08da680e42e6 unverified MIT (permissive)
Prediction via Shapley Value Regression 7 May 2025 amrmalkhatib/ViaSHAP/resshap.py 7b27fbb434452fd1 unverified MIT (permissive)
Dataset Distillation via Committee Voting 13 Jan 2025 jiacheng8/cv-dd/models/resnet.py 71310b3a95d5c6eb ran MIT (permissive)
Sparse patches adversarial attacks via extrapolating point-wise information 25 Nov 2024 yanemcovsky/sparsepatches/models/cifar10/resnet.py 8e83bc6d19a7d996 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 5b7d80579a854622 unverified no licence file found · pointer only
Typicalness-Aware Learning for Failure Detection 4 Nov 2024 liuyijungoon/TAL/model/resnet18.py fe6282e5693bcf7f unverified MIT (permissive)
EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification 10 Sep 2024 jackbrocp/entaugment/Network/ResNet.py 21ba14c82993c2fe 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_imagenet.py 07c04376ec2f148f ran Apache-2.0 (permissive)
Tackling Noisy Clients in Federated Learning with End-to-end Label Correction 8 Aug 2024 sprinter1999/fedelc/model_resnet_official.py b658a92985b03a37 unverified MIT (permissive)
FADAS: Towards Federated Adaptive Asynchronous Optimization 25 Jul 2024 yujiaw98/FADAS/models/resnet.py 21ba14c82993c2fe ran no licence file found · pointer only
BWS: Best Window Selection Based on Sample Scores for Data Pruning across Broad Ranges 5 Jun 2024 NohyunKi/BWS/model/resnet.py 49947d532c030d74 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 3be9a2bd8d6db878 ran no licence file found · pointer only
arXiv:2406.01130 2024-06 (from id) skezle/sava/models/resnet.py d564caeaa399056d ran no licence file found · pointer only
MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts 29 May 2024 renchunzi-xie/mano/models/resnet.py 5ca5fed85b4fc975 unverified MIT (permissive)
Provably Unlearnable Data Examples 6 May 2024 neuralsec/certified-data-learnability/models/ResNet.py 21ba14c82993c2fe ran no licence file found · pointer only
Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders 2 May 2024 yuyi-sd/D-VAE/models/ResNet.py 97c797446a5cfee3 ran MIT (permissive)
PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor 11 Mar 2024 jaewonalive/peeraid/models/resnet.py 650b60044e129f71 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 73b458636b1bb0bd ran MIT (permissive)
Robust Training of Federated Models with Extremely Label Deficiency 22 Feb 2024 tmlr-group/Twin-sight/model/SSFL_ResNet18.py f6ba97e49fa19762 ran MIT (permissive)
Towards Meta-Pruning via Optimal Transport 12 Feb 2024 alexandertheus/intra-fusion/model_architectures/resnet.py ab1427f6d3ed2c88 ran MIT (permissive)
Entropic Open-set Active Learning 21 Dec 2023 bardisafa/eoal/resnet.py 4bd3419152bd4c36 ran no licence file found · pointer only
CR-SAM: Curvature Regularized Sharpness-Aware Minimization 21 Dec 2023 trustaiot/cr-sam/models/resnet.py 49cfb2b239af503d 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_imagenet.py 61c1416b15e45edf 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_imagenet.py 07e8622a7502e58c ran no licence file found · pointer only
Detection and Defense of Unlearnable Examples 14 Dec 2023 hala64/udp/model/ResNet.py 62216972e66a33ed 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 a44b24a44c793daa 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 ec4196f891e7dfe7 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 21ba14c82993c2fe ran MIT (permissive)
Fed-GraB: Federated Long-tailed Learning with Self-Adjusting Gradient Balancer 11 Oct 2023 ZackZikaiXiao/FedGraB/model/model_res_official.py b658a92985b03a37 unverified 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 fdc0140887df3eb4 ran MIT (permissive)
Late Stopping: Avoiding Confidently Learning from Mislabeled Examples 26 Aug 2023 tmllab/2023_ICCV_LateStopping/LateStopping/resnetnew.py f986af3b7748f05e 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 4404041496d2a19b 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 82ac85b1483cd87c 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 c1ab608e5f02e5d3 ran MIT (permissive)
Class-Conditioned Transformation for Enhanced Robust Image Classification 27 Mar 2023 tsachiblau/Class-Conditioned-Transformation-for-Enhanced-Robust-Image-Classification/model_arch/at_cifar.py f33d6d82ee840347 unverified MIT (permissive)
The Devil's Advocate: Shattering the Illusion of Unexploitable Data using Diffusion Models 15 Mar 2023 hmdolatabadi/avatar/models/ResNet.py 4a3e54f8626a4284 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 e2671528972512b8 unverified MIT (permissive)
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding 12 Oct 2022 NormXU/ERNIE-Layout-Pytorch/networks/visual_backbone.py 363d1ff55bddc72b unverified MIT (permissive)
A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions 28 Jul 2022 cnc-ood/cnc_ood/models/resnet.py 48e78dc688691eef unverified MIT (permissive)
Domain Adaptation under Open Set Label Shift 26 Jul 2022 acmi-lab/open-set-label-shift/models/Resnet.py d8e384423a8b2d0d unverified Apache-2.0 (permissive)
One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks 24 May 2022 cychomatica/one-pixel-shotcut/model/ResNet.py 71455bb26f47a8a0 unverified Apache-2.0 (permissive)
Multi-View Hypercomplex Learning for Breast Cancer Screening 12 Apr 2022 ispamm/phbreast/models/real_models.py 0626a1882fcbfc15 unverified MIT (permissive)
Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks 9 Apr 2022 mlohaus/disparatetreatment/models/attr_classifier.py 81de33cc20ad25dc ran fingerprinted MIT (permissive)
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? 16 Mar 2022 RICE-EIC/Patch-Fool/models/resnet.py 09aedb7b277ec32d unverified MIT (permissive)
Can Adversarial Training Be Manipulated By Non-Robust Features? 31 Jan 2022 tlmichael/hypocritical-perturbation/models/resnet.py 7c04ba90d3a25148 unverified MIT (permissive)
Training Structured Neural Networks Through Manifold Identification and Variance Reduction 5 Dec 2021 zihsyuan1214/rmda/Experiments/Models/resnet50.py aed573656822ecc4 unverified MIT (permissive)
When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? 1 Nov 2021 LijieFan/AdvCL/models/resnet_cifar.py b87e9bb2803bbb1c unverified MIT (permissive)
Training Deep Neural Networks with Adaptive Momentum Inspired by the Quadratic Optimization 18 Oct 2021 kentaroy47/vision-transformers-cifar10/models/resnet.py 21ba14c82993c2fe ran MIT (permissive)
Unrolling SGD: Understanding Factors Influencing Machine Unlearning 27 Sep 2021 cleverhans-lab/unrolling-sgd/ResNet_CIFAR10.py 479285c5bc2b40ba unverified MIT (permissive)
No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets 12 Sep 2021 tajwarfahim/ood_detection_inconsistency/utils/siamese_network.py caa63b6cbc7fd52e ran · our draft was wrong no licence file found · pointer only
Full-Duplex Strategy for Video Object Segmentation 6 Aug 2021 GewelsJI/FSNet/lib/fsnet.py a42e339cce788ad4 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
FedBABU: Towards Enhanced Representation for Federated Image Classification 4 Jun 2021 jhoon-oh/fedbabu/models/ResNet.py 21ba14c82993c2fe ran MIT (permissive)
Reliable Adversarial Distillation with Unreliable Teachers 9 Jun 2021 zfancy/iad/models/resnet.py fbee4d09475f9bc3 unverified MIT (permissive)
A Bregman Learning Framework for Sparse Neural Networks 10 May 2021 TimRoith/BregmanLearning/models/resnet.py 32785cbfb4305fcb unverified MIT (permissive)
Image Manipulation Detection by Multi-View Multi-Scale Supervision 14 Apr 2021 dddb11/MVSS-Net/models/mvssnet.py b909864635991eb1 unverified no licence file found · pointer only
Diverse Gaussian Noise Consistency Regularization for Robustness and Uncertainty Calibration 2 Apr 2021 theot1/dign/DiGN.py a19e7b98eeb4b6cd ran · our draft was wrong MIT (permissive)
Exploring Simple Siamese Representation Learning 20 Nov 2020 Reza-Safdari/SimSiam/simsiam/model_factory.py 1ace917fd995e564 ran · our draft was wrong no licence file found · pointer only
A Tunable Robust Pruning Framework Through Dynamic Network Rewiring of DNNs 3 Nov 2020 ksouvik52/DNR_ASP_DAC2021/ResNet.py 031e65aab7886473 ran · our draft was wrong no licence file found · pointer only
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis 28 Oct 2020 zhenyx19/medmnist/medmnist/models.py 2f6d81eee664f861 unverified Apache-2.0 (permissive)
Adai: Separating the Effects of Adaptive Learning Rate and Momentum Inertia 29 Jun 2020 zeke-xie/adaptive-inertia-adai/model/resnet.py 66f25b3cc4217531 unverified MIT (permissive)
Normalized Loss Functions for Deep Learning with Noisy Labels 24 Jun 2020 HanxunH/Active-Passive-Losses/archive/model.py 30165ab348cc2c93 unverified MIT (permissive)
Bootstrap your own latent: A new approach to self-supervised Learning 13 Jun 2020 liyi01827/noisy-contrastive/simsiam/model_factory.py d20bc483f371ec97 ran · our draft was wrong no licence file found · pointer only
3D Self-Supervised Methods for Medical Imaging 6 Jun 2020 HealthML/self-supervised-3d-tasks/self_supervised_3d_tasks/models/resnet2d.py 19d6b316ce0edb54 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Hold me tight! Influence of discriminative features on deep network boundaries 15 Feb 2020 LTS4/hold-me-tight/model_classes/mnist/resnet.py 3c1bb818dcf3336b unverified Apache-2.0 (permissive)
Preparing Lessons: Improve Knowledge Distillation with Better Supervision 18 Nov 2019 SforAiDl/KD_Lib/KD_Lib/models/resnet.py 2b679470cce1feeb unverified MIT (permissive)
Confident Learning: Estimating Uncertainty in Dataset Labels 31 Oct 2019 chang-yue/ctrl/cifar10/models/resnet.py 552c65482043842b unverified MIT (permissive)
Network Deconvolution 28 May 2019 deconvolutionpaper/deconvolution/models/resnet.py 1f74c2a18569f66e unverified Apache-2.0 (permissive)
Adversarially Robust Distillation 23 May 2019 goldblum/AdversariallyRobustDistillation/models/resnet.py fbee4d09475f9bc3 unverified MIT (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 bubbliiiing/retinaface-keras/nets/resnet.py 3655d96a3170ca28 unverified MIT (permissive)
Graph-Based Global Reasoning Networks 30 Nov 2018 ChriXiang/GloRe_pytorch/resnet_example.py 5dc8f93be8ef2d48 ran · our draft was wrong no licence file found · pointer only
Wide Residual Networks 23 May 2016 thughost2/Padam/models/resnet.py 21ba14c82993c2fe ran Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 JoeTracey/Portfolio/ResNet/model.py 2911692d68ed86ea ran · metamorphic tier: deterministic no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 usnistgov/image-regression-resnet50/ResNet50/model.py f1cde766e8bae301 ran licence not identified · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 usnistgov/image-classification-resnet50/ResNet50/model.py 08230afd327697ed ran licence not identified · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 vgangal101/resnet_models/models/resnet_imgnt.py 4dc697817decf989 ran · fixture could not drive it no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 parviagrawal/IdenProf/idenprof.py 7e5d791767a2f5f3 ran · fixture could not drive it MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 vita-epfl/rock-pytorch/rock/model/backbone.py d737fd490941bee7 unverified Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 Baichenjia/Resnet/resnet50.py de6e4d3f65eaf80e unverified no licence file found · pointer only
arXiv:aaai_33972 sangamesh-kodge/SAP/models/resnet.py 7cf54bdcae924f20 unverified Apache-2.0 (permissive)
arXiv:aaai_28217 mala-lab/COCL/models/resnet_imagenet.py 61c1416b15e45edf ran Apache-2.0 (permissive)
arXiv:aaai_28019 VinAIResearch/COMBAT/classifier_models/resnet.py 76e7c31bb4047841 unverified MIT (permissive)
arXiv:aaai_26027 UCAS-LCH/Twin-Rep/models/resnet.py 7003158506848503 unverified MIT (permissive)
arXiv:Zhu_RCL_Reliable_Continual_Learning_for_Unified_Failure_Detection_CVPR_2024_paper Impression2805/RCL/model/resnet18.py 5c171a26ba18e706 unverified MIT (permissive)
arXiv:Zhu_RCL_Reliable_Continual_Learning_for_Unified_Failure_Detection_CVPR_2024_paper Impression2805/RCL/model/resnet18_hpn.py a027553e6db1feed unverified MIT (permissive)
arXiv:Tang_Progressive_Attention_on_Multi-Level_Dense_Difference_Maps_for_Generic_Event_CVPR_2022_paper MCG-NJU/DDM/DDM-Net/modeling/resnet.py 54c11e005d5a515b unverified MIT (permissive)
arXiv:2025.emnlp-main.688 yueen-ma/Astra/model/visual_model/resnet_encoder.py 2292d9dd5448bf3f 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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