Datasets › CIFAR-10 › Papers where code ran, page 3

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)

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 3 of 3: papers 201 to 268 of the 268 papers with a benchmark row here where Syntology ran at least one harvested sample (227 with a run with no instrument failure, 41 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 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
sharpDARTS: Faster and More Accurate Differentiable Architecture Search 2 3 23 Mar 2019 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
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)
Interpolation Consistency Training for Semi-Supervised Learning 4 4 9 Mar 2019 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 (2 pointer-only for licence)
Deep Triplet Quantization 1 1 1 Feb 2019 5 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; 0 where Syntology's instrument failed) · 2 unverified
Fixup Initialization: Residual Learning Without Normalization 10 1 27 Jan 2019 2 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; 1 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Theoretically Principled Trade-off between Robustness and Accuracy 9 1 24 Jan 2019 official (archive's flag): 1 ran · 12 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Class-Balanced Loss Based on Effective Number of Samples 11 2 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 3 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)
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware 23 2 2 Dec 2018 official (archive's flag): 2 ran · 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) · 10 unverified (4 pointer-only for licence)
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)
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models 7 1 2 Oct 2018 4 ran (of which 2 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) · 1 unverified
How Powerful are Graph Neural Networks? 19 1 1 Oct 2018 official (archive's flag): 2 ran · 6 ran (of which 2 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) · 4 unverified (5 pointer-only for licence)
Large Scale GAN Training for High Fidelity Natural Image Synthesis 35 2 28 Sep 2018 28 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 2 violated, 17 with no contract checked; 8 where Syntology's instrument failed) · 13 unverified (14 pointer-only for licence)
Invariant Information Clustering for Unsupervised Image Classification and Segmentation 6 2 17 Jul 2018 official (archive's flag): 2 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
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)
The relativistic discriminator: a key element missing from standard GAN 10 1 2 Jul 2018 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) · 8 unverified (3 pointer-only for licence)
DARTS: Differentiable Architecture Search 59 3 24 Jun 2018 official: harvested, nothing ran · 74 ran (of which 30 constructed an object rather than computing a result; 60 with no instrument failure: 9 honoured, 1 violated, 50 with no contract checked; 14 where Syntology's instrument failed) · 82 unverified (54 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)
Path-Level Network Transformation for Efficient Architecture Search 3 1 7 Jun 2018 community repositories only · 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) · 0 unverified
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
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)
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)
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)
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)
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)
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)
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)
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)
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
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)
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)
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
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)
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 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)
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)
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)
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
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)
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)