Datasets › CIFAR-100 › Papers where code ran, page 2

CIFAR-100

Papers archive 2025-07-28

papers with a benchmark row: 375 · with a code link: 327 · where Syntology ran a sample: 169 (144 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (169 of 375 with a benchmark row: 144 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 2 of 2: papers 101 to 169 of the 169 papers with a benchmark row here where Syntology ran at least one harvested sample (144 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 9,045. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Regularizing Neural Networks via Adversarial Model Perturbation 1 2 10 Oct 2020 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
Long-tailed Recognition by Routing Diverse Distribution-Aware Experts 2 2 5 Oct 2020 official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Sharpness-Aware Minimization for Efficiently Improving Generalization 18 4 3 Oct 2020 official (archive's flag): 7 ran · 15 ran (of which 6 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
Contrastive Clustering 2 1 21 Sep 2020 official (archive's flag): 5 ran · 7 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC 2 5 12 Aug 2020 official (archive's flag): 1 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
Neural networks with late-phase weights 2 2 25 Jul 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions 3 4 20 Jul 2020 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances 1 2 16 Jul 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Self-Knowledge Distillation with Progressive Refinement of Targets 1 1 22 Jun 2020 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Classification-Based Anomaly Detection for General Data 2 1 5 May 2020 5 ran (of which 3 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (4 pointer-only for licence)
Supervised Contrastive Learning 26 1 23 Apr 2020 community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 2 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (5 pointer-only for licence)
Feature Quantization Improves GAN Training 2 1 5 Apr 2020 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 2 31 Mar 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Generative Latent Implicit Conditional Optimization when Learning from Small Sample 1 1 31 Mar 2020 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified
Milking CowMask for Semi-Supervised Image Classification 2 1 26 Mar 2020 official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; the one sample that ran constructed an object rather than computing a result
FMix: Enhancing Mixed Sample Data Augmentation 5 1 27 Feb 2020 official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 26 4 21 Jan 2020 community repositories only · 53 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 3 honoured, 2 violated, 30 with no contract checked; 18 where Syntology's instrument failed) · 21 unverified (17 pointer-only for licence)
Big Transfer (BiT): General Visual Representation Learning 9 2 24 Dec 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring 3 2 21 Nov 2019 official: harvested, nothing ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Contrastive Representation Distillation 4 3 23 Oct 2019 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Compacting, Picking and Growing for Unforgetting Continual Learning 2 1 15 Oct 2019 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Gated Convolutional Networks with Hybrid Connectivity for Image Classification 1 3 26 Aug 2019 official (archive's flag): 3 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Mish: A Self Regularized Non-Monotonic Activation Function 9 1 23 Aug 2019 official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss 7 2 18 Jun 2019 community repositories only · 6 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence)
Large Scale Incremental Learning 5 4 30 May 2019 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 144 1 28 May 2019 official: no sample here; runs from other or unrecorded repositories · 198 ran (of which 73 constructed an object rather than computing a result; 157 with no instrument failure: 26 honoured, 2 violated, 129 with no contract checked; 41 where Syntology's instrument failed) · 104 unverified (113 pointer-only for licence)
DIANet: Dense-and-Implicit Attention Network 3 1 25 May 2019 official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 15 unverified (3 pointer-only for licence)
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features 30 1 13 May 2019 community repositories only · 17 ran (of which 6 constructed an object rather than computing a result; 11 with no instrument failure: 2 honoured, 0 violated, 9 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (5 pointer-only for licence)
MixMatch: A Holistic Approach to Semi-Supervised Learning 30 1 6 May 2019 community repositories only · 47 ran (of which 8 constructed an object rather than computing a result; 29 with no instrument failure: 8 honoured, 0 violated, 21 with no contract checked; 18 where Syntology's instrument failed) · 16 unverified (34 pointer-only for licence)
Fast AutoAugment 11 1 1 May 2019 official (archive's flag): 9 ran · 37 ran (of which 2 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 16 where Syntology's instrument failed) · 3 unverified (7 pointer-only for licence)
Attention Augmented Convolutional Networks 14 1 22 Apr 2019 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Res2Net: A New Multi-scale Backbone Architecture 34 1 2 Apr 2019 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence)
Selective Kernel Networks 20 1 15 Mar 2019 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Class-Balanced Loss Based on Effective Number of Samples 11 1 16 Jan 2019 official (archive's flag): 8 ran · 15 ran (of which 2 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 12 unverified
Deep Anomaly Detection with Outlier Exposure 9 2 11 Dec 2018 community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Efficient Lifelong Learning with A-GEM 3 1 2 Dec 2018 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 10 unverified
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism 13 1 16 Nov 2018 20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (16 pointer-only for licence)
Deep Clustering for Unsupervised Learning of Visual Features 9 1 15 Jul 2018 community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Manifold Mixup: Better Representations by Interpolating Hidden States 12 1 13 Jun 2018 official: no sample here; runs from other or unrecorded repositories · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
Deep Anomaly Detection Using Geometric Transformations 3 1 28 May 2018 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
AutoAugment: Learning Augmentation Policies from Data 33 1 24 May 2018 community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 2 violated, 20 with no contract checked; 3 where Syntology's instrument failed) · 18 unverified (4 pointer-only for licence)
Averaging Weights Leads to Wider Optima and Better Generalization 17 2 14 Mar 2018 official (archive's flag): 2 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning 4 1 15 Nov 2017 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
mixup: Beyond Empirical Risk Minimization 71 1 25 Oct 2017 community repositories only · 36 ran (of which 5 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 20 where Syntology's instrument failed) · 11 unverified (15 pointer-only for licence)
Squeeze-and-Excitation Networks 85 1 5 Sep 2017 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
Large-Scale Evolution of Image Classifiers 2 1 3 Mar 2017 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Overcoming catastrophic forgetting in neural networks 29 1 2 Dec 2016 16 ran (of which 8 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 0 violated, 10 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (4 pointer-only for licence)
iCaRL: Incremental Classifier and Representation Learning 10 3 23 Nov 2016 official (archive's flag): 2 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence)
Temporal Ensembling for Semi-Supervised Learning 7 1 7 Oct 2016 community repositories only · 3 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Densely Connected Convolutional Networks 146 2 25 Aug 2016 community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 32 with no instrument failure: 1 honoured, 0 violated, 31 with no contract checked; 16 where Syntology's instrument failed) · 23 unverified (8 pointer-only for licence)
Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures 9 1 22 Aug 2016 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
Wide Residual Networks 72 1 23 May 2016 official (archive's flag): 3 ran · 66 ran (of which 31 constructed an object rather than computing a result; 48 with no instrument failure: 0 honoured, 0 violated, 48 with no contract checked; 18 where Syntology's instrument failed) · 30 unverified (50 pointer-only for licence)
Joint Unsupervised Learning of Deep Representations and Image Clusters 3 1 13 Apr 2016 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Deep Networks with Stochastic Depth 15 1 30 Mar 2016 community repositories only · 8 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Identity Mappings in Deep Residual Networks 54 1 16 Mar 2016 community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 11 unverified (2 pointer-only for licence)
Deep Residual Learning for Image Recognition 484 1 10 Dec 2015 official: no sample here; runs from other or unrecorded repositories · 254 ran (of which 108 constructed an object rather than computing a result; 166 with no instrument failure: 3 honoured, 1 violated, 162 with no contract checked; 88 where Syntology's instrument failed) · 123 unverified (193 pointer-only for licence)
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) 16 1 23 Nov 2015 5 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Unsupervised Deep Embedding for Clustering Analysis 23 1 19 Nov 2015 official (archive's flag): 3 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 12 unverified (3 pointer-only for licence)
All you need is a good init 11 1 19 Nov 2015 official: harvested, nothing ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (2 pointer-only for licence)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 258 1 19 Nov 2015 128 ran (of which 61 constructed an object rather than computing a result; 111 with no instrument failure: 3 honoured, 0 violated, 108 with no contract checked; 17 where Syntology's instrument failed) · 91 unverified (111 pointer-only for licence)
Batch-normalized Maxout Network in Network 1 1 9 Nov 2015 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree 2 1 30 Sep 2015 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Distilling the Knowledge in a Neural Network 64 3 9 Mar 2015 23 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 6 honoured, 0 violated, 8 with no contract checked; 9 where Syntology's instrument failed) · 14 unverified (11 pointer-only for licence)
Scalable Bayesian Optimization Using Deep Neural Networks 4 1 19 Feb 2015 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Striving for Simplicity: The All Convolutional Net 37 1 21 Dec 2014 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Fractional Max-Pooling 5 1 18 Dec 2014 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Deeply-Supervised Nets 1 1 18 Sep 2014 20 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 0 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Auto-Encoding Variational Bayes 144 1 20 Dec 2013 140 ran (of which 52 constructed an object rather than computing a result; 120 with no instrument failure: 4 honoured, 2 violated, 114 with no contract checked; 20 where Syntology's instrument failed) · 59 unverified (103 pointer-only for licence)
Network In Network 17 1 16 Dec 2013 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)