Datasets › CIFAR-10 › Papers where code ran, page 2

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 2 of 3: papers 101 to 200 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
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection 1 1 9 Jun 2021 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) · 0 unverified (2 pointer-only for licence)
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition 2 1 31 May 2021 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) · 1 unverified (3 pointer-only for licence)
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding 6 1 26 May 2021 official (archive's flag): 9 ran · 19 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 1 violated, 16 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
Unsupervised Visual Representation Learning by Online Constrained K-Means 1 2 24 May 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
An Orthogonal Classifier for Improving the Adversarial Robustness of Neural Networks 1 1 19 May 2021 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) · 2 unverified
A Bregman Learning Framework for Sparse Neural Networks 1 1 10 May 2021 official (archive's flag): 6 ran · 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
Representation Learning for Clustering via Building Consensus 1 1 4 May 2021 official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Faster Meta Update Strategy for Noise-Robust Deep Learning 1 4 30 Apr 2021 official (archive's flag): 2 ran · 3 ran (of which 1 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 (7 pointer-only for licence)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 1 29 Apr 2021 4 ran (of which 4 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; every one of the 4 samples that ran constructed an object rather than computing a result
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples 4 1 28 Apr 2021 official (archive's flag): 2 ran · 19 ran (of which 4 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization 1 1 16 Apr 2021 official (archive's flag): 6 ran · 6 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; 2 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
Escaping the Big Data Paradigm with Compact Transformers 9 2 12 Apr 2021 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 (1 pointer-only for licence)
Regularizing Generative Adversarial Networks under Limited Data 1 1 7 Apr 2021 official (archive's flag): 3 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) · 1 unverified (3 pointer-only for licence)
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 12 5 2 Apr 2021 official (archive's flag): 3 ran · 23 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 1 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
EfficientNetV2: Smaller Models and Faster Training 26 3 1 Apr 2021 official (archive's flag): 1 ran · 55 ran (of which 14 constructed an object rather than computing a result; 46 with no instrument failure: 11 honoured, 0 violated, 35 with no contract checked; 9 where Syntology's instrument failed) · 24 unverified (13 pointer-only for licence)
Improving Calibration for Long-Tailed Recognition 5 2 1 Apr 2021 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) · 4 unverified (1 pointer-only for licence)
Going deeper with Image Transformers 21 1 31 Mar 2021 official: no sample here; runs from other or unrecorded repositories · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
AlignMixup: Improving Representations By Interpolating Aligned Features 2 1 29 Mar 2021 official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
CvT: Introducing Convolutions to Vision Transformers 16 1 29 Mar 2021 official (archive's flag): 10 ran · 39 ran (of which 19 constructed an object rather than computing a result; 36 with no instrument failure: 2 honoured, 0 violated, 34 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (8 pointer-only for licence)
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels 1 2 25 Mar 2021 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 3 1 24 Mar 2021 community repositories only · 4 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; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition 1 2 23 Mar 2021 official (archive's flag): 2 ran · 2 ran (of which 1 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
Incorporating Convolution Designs into Visual Transformers 3 3 22 Mar 2021 official (archive's flag): 5 ran · 9 ran (of which 9 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 9 samples that ran constructed an object rather than computing a result
SSD: A Unified Framework for Self-Supervised Outlier Detection 3 1 22 Mar 2021 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
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks 1 1 10 Mar 2021 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)
UnICORNN: A recurrent model for learning very long time dependencies 1 1 9 Mar 2021 official (archive's flag): 1 ran · 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 (1 pointer-only for licence)
Transformer in Transformer 12 1 27 Feb 2021 official (archive's flag): 4 ran · 16 ran (of which 12 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 1 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
GradInit: Learning to Initialize Neural Networks for Stable and Efficient Training 2 1 16 Feb 2021 official (archive's flag): 6 ran · 7 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (12 pointer-only for licence)
CATE: Computation-aware Neural Architecture Encoding with Transformers 1 2 14 Feb 2021 official (archive's flag): 9 ran · 9 ran (of which 7 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Negative Data Augmentation 2 1 9 Feb 2021 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)
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition 2 1 1 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 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) · 0 unverified (2 pointer-only for licence)
ResLT: Residual Learning for Long-tailed Recognition 5 1 26 Jan 2021 official (archive's flag): 4 ran · 5 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; 4 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Deep One-Class Classification via Interpolated Gaussian Descriptor 2 3 25 Jan 2021 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)
Training data-efficient image transformers & distillation through attention 40 1 23 Dec 2020 community repositories only · 12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification 2 1 4 Dec 2020 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)
Score-Based Generative Modeling through Stochastic Differential Equations 15 1 26 Nov 2020 official (archive's flag): 3 ran · 15 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (4 pointer-only for licence)
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization 3 3 23 Nov 2020 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) · 1 unverified
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 158 2 22 Oct 2020 official: harvested, nothing ran · 307 ran (of which 165 constructed an object rather than computing a result; 286 with no instrument failure: 8 honoured, 2 violated, 276 with no contract checked; 21 where Syntology's instrument failed) · 112 unverified (154 pointer-only for licence)
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
Directional Graph Networks 2 1 6 Oct 2020 community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies 1 1 2 Oct 2020 official (archive's flag): 3 ran · 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) · 0 unverified (1 pointer-only for licence)
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect 2 2 28 Sep 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 (2 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)
Balanced Meta-Softmax for Long-Tailed Visual Recognition 1 1 21 Jul 2020 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) · 0 unverified (2 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 1 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)
NVAE: A Deep Hierarchical Variational Autoencoder 10 1 8 Jul 2020 official (archive's flag): 9 ran · 26 ran (of which 15 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 0 violated, 18 with no contract checked; 5 where Syntology's instrument failed) · 15 unverified (23 pointer-only for licence)
Explainable Deep One-Class Classification 1 1 3 Jul 2020 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
ContraGAN: Contrastive Learning for Conditional Image Generation 1 1 23 Jun 2020 official (archive's flag): 2 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 (2 pointer-only for licence)
Denoising Diffusion Probabilistic Models 70 2 19 Jun 2020 official (archive's flag): 1 ran · 186 ran (of which 81 constructed an object rather than computing a result; 143 with no instrument failure: 20 honoured, 8 violated, 115 with no contract checked; 43 where Syntology's instrument failed) · 67 unverified (67 pointer-only for licence)
Differentiable Augmentation for Data-Efficient GAN Training 13 7 18 Jun 2020 official (archive's flag): 7 ran · 49 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 2 honoured, 1 violated, 16 with no contract checked; 30 where Syntology's instrument failed) · 9 unverified (15 pointer-only for licence)
Improved Techniques for Training Score-Based Generative Models 9 1 16 Jun 2020 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) · 1 unverified (3 pointer-only for licence)
Improving GAN Training with Probability Ratio Clipping and Sample Reweighting 1 1 12 Jun 2020 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) · 2 unverified
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 1 2 12 Jun 2020 official (archive's flag): 7 ran · 7 ran (of which 0 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) · 2 unverified
Training Generative Adversarial Networks with Limited Data 28 1 11 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 21 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 2 honoured, 1 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (5 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)
DMT: Dynamic Mutual Training for Semi-Supervised Learning 1 1 18 Apr 2020 official (archive's flag): 1 ran · 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
Principal Neighbourhood Aggregation for Graph Nets 8 1 12 Apr 2020 community repositories only · 33 ran (of which 4 constructed an object rather than computing a result; 11 with no instrument failure: 4 honoured, 0 violated, 7 with no contract checked; 22 where Syntology's instrument failed) · 22 unverified (48 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)
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS 1 1 4 Apr 2020 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) · 0 unverified
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 3 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 2 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
Meta Pseudo Labels 9 1 23 Mar 2020 community repositories only · 12 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; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Equalization Loss for Long-Tailed Object Recognition 1 1 11 Mar 2020 official (archive's flag): 9 ran · 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) · 3 unverified (12 pointer-only for licence)
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)
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
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)
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)
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
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)
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
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)