Datasets › CIFAR-10 › Papers, page 5

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 5 of 6: papers 401 to 500 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
Benchmarking Graph Neural Networks 15 1 2 Mar 2020 official (archive's flag): 3 ran · 10 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; 1 where Syntology's instrument failed) · 13 unverified (1 pointer-only for licence)
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)
Performance Analysis of Semi-supervised Learning in the Small-data Regime using VAEs 1 2 26 Feb 2020 not harvested
Deep Nearest Neighbor Anomaly Detection 0 1 24 Feb 2020 not harvested
Towards Robust and Reproducible Active Learning Using Neural Networks 2 2 21 Feb 2020 official (archive's flag): 1 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 2 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
How to train your neural ODE: the world of Jacobian and kinetic regularization 2 1 7 Feb 2020 12 ran (of which 1 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods 1 1 24 Jan 2020 not harvested
batchboost: regularization for stabilizing training with resistance to underfitting & overfitting 1 1 21 Jan 2020 not harvested
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 26 3 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)
Quantisation and Pruning for Neural Network Compression and Regularisation 1 6 14 Jan 2020 not harvested
ZeroQ: A Novel Zero Shot Quantization Framework 3 1 1 Jan 2020 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 12 unverified (2 pointer-only for licence)
Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices 5 1 28 Dec 2019 official: harvested, nothing ran · 5 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; 5 where Syntology's instrument failed) · 3 unverified (8 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
Triple Generative Adversarial Networks 1 6 20 Dec 2019 official (archive's flag): 5 ran · 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) · 3 unverified (1 pointer-only for licence)
RealMix: Towards Realistic Semi-Supervised Deep Learning Algorithms 2 4 18 Dec 2019 official: harvested, nothing ran · 0 ran · 3 unverified
cGANs with Multi-Hinge Loss 3 1 9 Dec 2019 not harvested
Compressing 3DCNNs Based on Tensor Train Decomposition 0 1 8 Dec 2019 not harvested
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition 1 1 5 Dec 2019 official (archive's flag): 5 ran · 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) · 0 unverified
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images 1 1 5 Dec 2019 not harvested
Domain-independent Dominance of Adaptive Methods 1 6 4 Dec 2019 not harvested
SGAS: Sequential Greedy Architecture Search 1 1 30 Nov 2019 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation 1 1 29 Nov 2019 not harvested
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search 1 1 27 Nov 2019 not harvested
Attribute Restoration Framework for Anomaly Detection 1 1 25 Nov 2019 not harvested
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations 2 3 21 Nov 2019 not harvested
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring 3 4 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)
Faster AutoAugment: Learning Augmentation Strategies using Backpropagation 1 5 16 Nov 2019 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) · 3 unverified
Knowledge Representing: Efficient, Sparse Representation of Prior Knowledge for Knowledge Distillation 0 1 13 Nov 2019 not harvested
On the Relationship between Self-Attention and Convolutional Layers 1 1 8 Nov 2019 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Consistency Regularization for Generative Adversarial Networks 0 1 26 Oct 2019 not harvested
Decoupling Representation and Classifier for Long-Tailed Recognition 4 2 21 Oct 2019 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Deep clustering with concrete k-means 0 1 17 Oct 2019 not harvested
Gradient penalty from a maximum margin perspective 2 1 15 Oct 2019 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
One-Shot Neural Architecture Search via Self-Evaluated Template Network 4 1 13 Oct 2019 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) · 1 unverified (1 pointer-only for licence)
Searching for A Robust Neural Architecture in Four GPU Hours 6 2 10 Oct 2019 not harvested
Prescribed Generative Adversarial Networks 2 1 9 Oct 2019 not harvested
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning 2 3 3 Sep 2019 not harvested
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 2 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)
Repetitive Reprediction Deep Decipher for Semi-Supervised Learning 1 1 9 Aug 2019 not harvested
Lookahead Optimizer: k steps forward, 1 step back 19 3 19 Jul 2019 not harvested
Single-bit-per-weight deep convolutional neural networks without batch-normalization layers for embedded systems 1 1 16 Jul 2019 not harvested
Generative Modeling by Estimating Gradients of the Data Distribution 13 1 12 Jul 2019 community repositories only · 14 ran (of which 9 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (9 pointer-only for licence)
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search 8 2 12 Jul 2019 community repositories only · 9 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; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Sparse Networks from Scratch: Faster Training without Losing Performance 2 1 10 Jul 2019 official: harvested for another paper · 0 ran · 1 unverified
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search 2 1 3 Jul 2019 not harvested
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty 4 3 28 Jun 2019 official (archive's flag): 11 ran · 11 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; 5 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning 1 3 25 Jun 2019 not harvested
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss 7 4 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)
Stable Rank Normalization for Improved Generalization in Neural Networks and GANs 0 1 11 Jun 2019 not harvested
Outlier Exposure with Confidence Control for Out-of-Distribution Detection 1 2 8 Jun 2019 not harvested
Residual Flows for Invertible Generative Modeling 4 1 6 Jun 2019 community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified
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)
Generative Latent Flow 1 1 24 May 2019 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 (1 pointer-only for licence)
Network Pruning via Transformable Architecture Search 4 1 23 May 2019 not harvested
Semi-Supervised Learning by Augmented Distribution Alignment 1 1 20 May 2019 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
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)
Learning Loss for Active Learning 7 1 9 May 2019 not harvested
Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks 0 1 8 May 2019 not harvested
MixMatch: A Holistic Approach to Semi-Supervised Learning 30 6 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)
Unsupervised Data Augmentation for Consistency Training 20 1 29 Apr 2019 official (archive's flag): 10 ran · 30 ran (of which 3 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (17 pointer-only for licence)
Deep Comprehensive Correlation Mining for Image Clustering 1 1 15 Apr 2019 not harvested
Augmented Neural ODEs 6 1 2 Apr 2019 official (archive's flag): 6 ran · 8 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; 2 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks 1 1 1 Apr 2019 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection 2 5 30 Mar 2019 not harvested
Online Multi-target regression trees with stacked leaf models 0 2 29 Mar 2019 not harvested
AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search 1 2 26 Mar 2019 not harvested
SRM : A Style-based Recalibration Module for Convolutional Neural Networks 1 1 26 Mar 2019 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 (2 pointer-only for licence)
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
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations 0 1 20 Mar 2019 not harvested
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)
Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis 2 1 13 Mar 2019 not harvested
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)
AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks 1 2 26 Feb 2019 not harvested
Learning Implicitly Recurrent CNNs Through Parameter Sharing 1 3 26 Feb 2019 not harvested
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)
Training Neural Networks with Local Error Signals 2 1 20 Jan 2019 not harvested
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
Sample-Efficient Neural Architecture Search by Learning Action Space for Monte Carlo Tree Search 1 1 1 Jan 2019 not harvested
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)
Neural Architecture Optimization 5 1 22 Aug 2018 not harvested
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)
Deep One-Class Classification 1 1 1 Jul 2018 not harvested
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)
There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average 2 1 14 Jun 2018 not harvested
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
On gradient regularizers for MMD GANs 1 1 29 May 2018 official: harvested, nothing ran · 0 ran · 2 unverified (1 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
RMDL: Random Multimodel Deep Learning for Classification 1 1 3 May 2018 not harvested