Datasets › CIFAR-10 › Papers, page 6

CIFAR-10

Papers archive 2025-07-28

papers with a benchmark row: 597 · with a code link: 514 · where Syntology ran a sample: 268 (227 with a run with no instrument failure, 41 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (268 of 597 with a benchmark row: 227 with a run with no instrument failure, 41 where every run was a failure of Syntology's instrument)

Page 6 of 6: papers 501 to 597 of 597 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

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 16,145. 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
Unsupervised Learning using Pretrained CNN and Associative Memory Bank 0 2 2 May 2018 not harvested
Dist-GAN: An Improved GAN using Distance Constraints 1 1 23 Mar 2018 not harvested
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)
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet 1 1 17 Feb 2018 not harvested
Spectral Normalization for Generative Adversarial Networks 38 1 16 Feb 2018 official: no sample here; runs from other or unrecorded repositories · 25 ran (of which 9 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 1 violated, 20 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (15 pointer-only for licence)
cGANs with Projection Discriminator 12 1 15 Feb 2018 official (archive's flag): 2 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 2 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
Image Transformer 0 1 15 Feb 2018 not harvested
First Order Generative Adversarial Networks 1 1 13 Feb 2018 not harvested
Efficient Neural Architecture Search via Parameter Sharing 28 1 9 Feb 2018 18 ran (of which 10 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 6 where Syntology's instrument failed) · 20 unverified (25 pointer-only for licence)
Regularized Evolution for Image Classifier Architecture Search 5 1 5 Feb 2018 not harvested
MobileNetV2: Inverted Residuals and Linear Bottlenecks 159 1 13 Jan 2018 85 ran (of which 40 constructed an object rather than computing a result; 65 with no instrument failure: 8 honoured, 0 violated, 57 with no contract checked; 20 where Syntology's instrument failed) · 26 unverified (64 pointer-only for licence)
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection 2 5 1 Jan 2018 not harvested
Residual Gated Graph ConvNets 1 1 20 Nov 2017 not harvested
Graph Attention Networks 93 1 30 Oct 2017 community repositories only · 61 ran (of which 28 constructed an object rather than computing a result; 52 with no instrument failure: 1 honoured, 2 violated, 49 with no contract checked; 9 where Syntology's instrument failed) · 45 unverified (46 pointer-only for licence)
Dynamic Routing Between Capsules 77 1 26 Oct 2017 official (archive's flag): 1 ran · 75 ran (of which 0 constructed an object rather than computing a result; 58 with no instrument failure: 0 honoured, 0 violated, 58 with no contract checked; 17 where Syntology's instrument failed) · 43 unverified (13 pointer-only for licence)
mixup: Beyond Empirical Risk Minimization 71 2 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)
Deep Convolutional Neural Networks as Generic Feature Extractors 0 1 6 Oct 2017 not harvested
Deep Adaptive Image Clustering 1 1 1 Oct 2017 not harvested
Deep Competitive Pathway Networks 1 1 29 Sep 2017 not harvested
Class-Splitting Generative Adversarial Networks 1 1 21 Sep 2017 not harvested
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)
Active Learning for Convolutional Neural Networks: A Core-Set Approach 11 1 1 Aug 2017 community repositories only · 2 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; 1 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Efficient Architecture Search by Network Transformation 3 1 16 Jul 2017 not harvested
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium 71 1 26 Jun 2017 official (archive's flag): 1 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) · 1 unverified (1 pointer-only for licence)
Towards Deep Learning Models Resistant to Adversarial Attacks 59 1 19 Jun 2017 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (13 pointer-only for licence)
Inductive Representation Learning on Large Graphs 20 1 7 Jun 2017 community repositories only · 3 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; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Deep Complex Networks 9 1 27 May 2017 community repositories only · 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 (3 pointer-only for licence)
Good Semi-supervised Learning that Requires a Bad GAN 1 1 27 May 2017 not harvested
Masked Autoregressive Flow for Density Estimation 21 2 19 May 2017 community repositories only · 22 ran (of which 14 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (9 pointer-only for licence)
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning 14 4 13 Apr 2017 community repositories only · 11 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 6 where Syntology's instrument failed) · 2 unverified (11 pointer-only for licence)
Improved Training of Wasserstein GANs 110 2 31 Mar 2017 community repositories only · 27 ran (of which 10 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (20 pointer-only for licence)
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results 8 2 6 Mar 2017 official: no sample here; runs from other or unrecorded repositories · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation 1 1 5 Mar 2017 not harvested
Large-Scale Evolution of Image Classifiers 2 2 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
Calibrating Energy-based Generative Adversarial Networks 1 1 6 Feb 2017 not harvested
Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities 1 1 23 Jan 2017 not harvested
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications 8 1 19 Jan 2017 community repositories only · 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) · 0 unverified (4 pointer-only for licence)
Oriented Response Networks 1 1 7 Jan 2017 not harvested
Stacked Generative Adversarial Networks 2 1 13 Dec 2016 not harvested
Geometric deep learning on graphs and manifolds using mixture model CNNs 4 1 25 Nov 2016 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) · 3 unverified (1 pointer-only for licence)
Learning to Draw Samples: With Application to Amortized MLE for Generative Adversarial Learning 1 1 6 Nov 2016 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Neural Architecture Search with Reinforcement Learning 12 2 5 Nov 2016 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Learning Identity Mappings with Residual Gates 0 1 4 Nov 2016 not harvested
Conditional Image Synthesis With Auxiliary Classifier GANs 37 1 30 Oct 2016 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (5 pointer-only for licence)
Deep Pyramidal Residual Networks 7 1 10 Oct 2016 community repositories only · 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)
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks 14 1 7 Oct 2016 official (archive's flag): 12 ran · 19 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 4 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
Temporal Ensembling for Semi-Supervised Learning 7 2 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 1 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
Conditional Image Generation with PixelCNN Decoders 14 1 16 Jun 2016 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (3 pointer-only for licence)
Improved Techniques for Training GANs 46 2 10 Jun 2016 community repositories only · 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) · 1 unverified
Deep Supervised Hashing for Fast Image Retrieval 1 1 1 Jun 2016 not harvested
Deep Residual Networks with Exponential Linear Unit 1 1 14 Apr 2016 not harvested
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)
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)
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 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)
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 258 4 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)
Competitive Multi-scale Convolution 0 1 18 Nov 2015 not harvested
Universum Prescription: Regularization using Unlabeled Data 0 1 11 Nov 2015 not harvested
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)
BinaryConnect: Training Deep Neural Networks with binary weights during propagations 5 1 2 Nov 2015 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)
How Important is Weight Symmetry in Backpropagation? 2 1 17 Oct 2015 not harvested
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)
On the Importance of Normalisation Layers in Deep Learning with Piecewise Linear Activation Units 0 1 3 Aug 2015 not harvested
Training Very Deep Networks 3 1 22 Jul 2015 not harvested
Semi-Supervised Learning with Ladder Networks 10 1 9 Jul 2015 official: harvested, nothing ran · 0 ran · 1 unverified
Spectral Representations for Convolutional Neural Networks 0 1 11 Jun 2015 not harvested
Stacked What-Where Auto-encoders 2 1 8 Jun 2015 not harvested
APAC: Augmented PAttern Classification with Neural Networks 0 1 13 May 2015 not harvested
Empirical Evaluation of Rectified Activations in Convolutional Network 2 1 5 May 2015 not harvested
ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks 4 1 3 May 2015 not harvested
Enhanced Image Classification With a Fast-Learning Shallow Convolutional Neural Network 0 1 16 Mar 2015 not harvested
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
Learning Activation Functions to Improve Deep Neural Networks 3 1 21 Dec 2014 not harvested
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
An Analysis of Unsupervised Pre-training in Light of Recent Advances 2 1 20 Dec 2014 not harvested
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
Discriminative Unsupervised Feature Learning with Convolutional Neural Networks 1 1 1 Dec 2014 not harvested
Spatially-sparse convolutional neural networks 3 1 22 Sep 2014 0 ran · 2 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
Deep Networks with Internal Selective Attention through Feedback Connections 0 1 11 Jul 2014 not harvested
Convolutional Kernel Networks 0 1 12 Jun 2014 not harvested
PCANet: A Simple Deep Learning Baseline for Image Classification? 2 1 14 Apr 2014 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) · 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)
Improving Deep Neural Networks with Probabilistic Maxout Units 0 1 20 Dec 2013 not harvested
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)
Maxout Networks 7 1 18 Feb 2013 0 ran · 3 unverified
Stochastic Pooling for Regularization of Deep Convolutional Neural Networks 1 1 16 Jan 2013 not harvested
ImageNet Classification with Deep Convolutional Neural Networks 23 1 1 Dec 2012 not harvested
Learning with Recursive Perceptual Representations 0 1 1 Dec 2012 not harvested
Improving neural networks by preventing co-adaptation of feature detectors 11 1 3 Jul 2012 not harvested
Practical Bayesian Optimization of Machine Learning Algorithms 4 1 13 Jun 2012 not harvested
Multi-column Deep Neural Networks for Image Classification 1 1 13 Feb 2012 not harvested
Isolation forest 0 5 15 Dec 2008 not harvested