</> Code with Papers by Syntology

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ImageNet

Papers archive 2025-07-28

papers with a benchmark row: 630 · with a code link: 588 · where Syntology ran a sample: 361 (312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (361 of 630 with a benchmark row: 312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument)

Page 6 of 7: papers 501 to 600 of 630 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 15,430. 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
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization 13 1 10 Dec 2019 not harvested
Dynamic Convolution: Attention over Convolution Kernels 5 7 7 Dec 2019 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Self-Supervised Learning of Pretext-Invariant Representations 7 3 4 Dec 2019 3 ran (of which 3 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; every one of the 3 samples that ran constructed an object rather than computing a result (4 pointer-only for licence)
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 4 29 Nov 2019 not harvested
What's Hidden in a Randomly Weighted Neural Network? 4 1 29 Nov 2019 official (archive's flag): 5 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) · 0 unverified (5 pointer-only for licence)
CSPNet: A New Backbone that can Enhance Learning Capability of CNN 123 1 27 Nov 2019 not harvested
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search 1 1 27 Nov 2019 not harvested
GhostNet: More Features from Cheap Operations 33 5 27 Nov 2019 community repositories only · 19 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 2 honoured, 0 violated, 14 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
Rigging the Lottery: Making All Tickets Winners 11 4 25 Nov 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) · 0 unverified
Adversarial Examples Improve Image Recognition 6 2 21 Nov 2019 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
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks 16 2 21 Nov 2019 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
Faster AutoAugment: Learning Augmentation Strategies using Backpropagation 1 1 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
Momentum Contrast for Unsupervised Visual Representation Learning 44 6 13 Nov 2019 community repositories only · 28 ran (of which 16 constructed an object rather than computing a result; 23 with no instrument failure: 0 honoured, 0 violated, 23 with no contract checked; 5 where Syntology's instrument failed) · 14 unverified (19 pointer-only for licence)
Self-labelling via simultaneous clustering and representation learning 5 5 13 Nov 2019 official (archive's flag): 13 ran · 16 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
Self-training with Noisy Student improves ImageNet classification 13 9 11 Nov 2019 official (archive's flag): 6 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 11 unverified (2 pointer-only for licence)
Contrastive Representation Distillation 4 1 23 Oct 2019 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
On the adequacy of untuned warmup for adaptive optimization 1 1 9 Oct 2019 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
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks 13 4 8 Oct 2019 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation 2 1 7 Oct 2019 not harvested
RandAugment: Practical automated data augmentation with a reduced search space 19 3 30 Sep 2019 58 ran (of which 1 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 51 where Syntology's instrument failed) · 7 unverified (17 pointer-only for licence)
Balanced Binary Neural Networks with Gated Residual 1 2 26 Sep 2019 not harvested
Ensemble Knowledge Distillation for Learning Improved and Efficient Networks 2 3 17 Sep 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) · 1 unverified
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning 2 1 3 Sep 2019 not harvested
Gated Convolutional Networks with Hybrid Connectivity for Image Classification 1 2 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)
Once-for-All: Train One Network and Specialize it for Efficient Deployment 10 1 26 Aug 2019 official (archive's flag): 3 ran · 24 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 1 honoured, 1 violated, 20 with no contract checked; 2 where Syntology's instrument failed) · 10 unverified (8 pointer-only for licence)
Mish: A Self Regularized Non-Monotonic Activation Function 9 1 23 Aug 2019 official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search 1 7 16 Aug 2019 not harvested
LIP: Local Importance-based Pooling 1 3 12 Aug 2019 not harvested
Repetitive Reprediction Deep Decipher for Semi-Supervised Learning 1 1 9 Aug 2019 not harvested
Attentive Normalization 2 1 4 Aug 2019 not harvested
MoGA: Searching Beyond MobileNetV3 2 1 4 Aug 2019 not harvested
Compact Global Descriptor for Neural Networks 1 1 23 Jul 2019 not harvested
MixConv: Mixed Depthwise Convolutional Kernels 13 3 22 Jul 2019 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search 8 1 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)
Large Scale Adversarial Representation Learning 4 7 4 Jul 2019 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
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search 2 6 3 Jul 2019 not harvested
Densely Connected Search Space for More Flexible Neural Architecture Search 1 2 23 Jun 2019 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
Fixing the train-test resolution discrepancy 3 4 14 Jun 2019 official: harvested, nothing ran · 0 ran · 2 unverified (2 pointer-only for licence)
Contrastive Multiview Coding 8 5 13 Jun 2019 official (archive's flag): 1 ran · 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) · 0 unverified (2 pointer-only for licence)
DiCENet: Dimension-wise Convolutions for Efficient Networks 2 1 8 Jun 2019 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
Learning Representations by Maximizing Mutual Information Across Views 3 3 3 Jun 2019 8 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 144 8 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)
Network Pruning via Transformable Architecture Search 4 1 23 May 2019 not harvested
Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks 3 2 23 May 2019 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) · 2 unverified (4 pointer-only for licence)
Data-Efficient Image Recognition with Contrastive Predictive Coding 4 6 22 May 2019 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)
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features 30 2 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)
S4L: Self-Supervised Semi-Supervised Learning 1 22 9 May 2019 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (19 pointer-only for licence)
CARAFE: Content-Aware ReAssembly of FEatures 3 1 6 May 2019 not harvested
Searching for MobileNetV3 67 1 6 May 2019 86 ran (of which 22 constructed an object rather than computing a result; 75 with no instrument failure: 6 honoured, 2 violated, 67 with no contract checked; 11 where Syntology's instrument failed) · 19 unverified (46 pointer-only for licence)
Unsupervised Pre-Training of Image Features on Non-Curated Data 2 1 3 May 2019 not harvested
Billion-scale semi-supervised learning for image classification 4 3 2 May 2019 not harvested
Fast AutoAugment 11 4 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)
Semi-supervised Sequence-to-sequence ASR using Unpaired Speech and Text 0 1 30 Apr 2019 not harvested
Unsupervised Data Augmentation for Consistency Training 20 2 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)
Local Relation Networks for Image Recognition 5 1 25 Apr 2019 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Attention Augmented Convolutional Networks 14 1 22 Apr 2019 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Data-Driven Neuron Allocation for Scale Aggregation Networks 1 3 20 Apr 2019 not harvested
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution 28 1 10 Apr 2019 community repositories only · 24 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 13 where Syntology's instrument failed) · 10 unverified (9 pointer-only for licence)
CondConv: Conditionally Parameterized Convolutions for Efficient Inference 9 1 10 Apr 2019 not harvested
Adaptively Connected Neural Networks 1 1 7 Apr 2019 not harvested
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours 9 1 5 Apr 2019 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 12 unverified (1 pointer-only for licence)
A Comprehensive Overhaul of Feature Distillation 2 1 3 Apr 2019 official (archive's flag): 4 ran · 4 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; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Exploring Randomly Wired Neural Networks for Image Recognition 9 3 2 Apr 2019 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) · 21 unverified (1 pointer-only for licence)
Res2Net: A New Multi-scale Backbone Architecture 34 2 2 Apr 2019 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence)
Single Path One-Shot Neural Architecture Search with Uniform Sampling 6 3 31 Mar 2019 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 (3 pointer-only for licence)
Local Aggregation for Unsupervised Learning of Visual Embeddings 1 2 29 Mar 2019 not harvested
AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search 1 1 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 2 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)
Learned Step Size Quantization 9 5 21 Feb 2019 14 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 4 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (6 pointer-only for licence)
Graph-RISE: Graph-Regularized Image Semantic Embedding 1 1 14 Feb 2019 not harvested
MultiGrain: a unified image embedding for classes and instances 3 10 14 Feb 2019 community repositories only · 4 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; 1 where Syntology's instrument failed) · 0 unverified
ColorNet: Investigating the importance of color spaces for image classification 1 2 1 Feb 2019 not harvested
Revisiting Self-Supervised Visual Representation Learning 6 4 25 Jan 2019 official (archive's flag): 5 ran · 9 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; 0 where Syntology's instrument failed) · 6 unverified (7 pointer-only for licence)
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search 5 1 9 Dec 2018 community repositories only · 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
Feature Denoising for Improving Adversarial Robustness 2 1 9 Dec 2018 not harvested
Bag of Tricks for Image Classification with Convolutional Neural Networks 28 1 4 Dec 2018 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 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)
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network 10 1 28 Nov 2018 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) · 0 unverified
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism 13 1 16 Nov 2018 20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (16 pointer-only for licence)
DropBlock: A regularization method for convolutional networks 10 1 30 Oct 2018 not harvested
MnasNet: Platform-Aware Neural Architecture Search for Mobile 29 3 31 Jul 2018 community repositories only · 4 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; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design 35 1 30 Jul 2018 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 16 unverified (3 pointer-only for licence)
Deep Clustering for Unsupervised Learning of Visual Features 9 1 15 Jul 2018 community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Representation Learning with Contrastive Predictive Coding 28 3 10 Jul 2018 35 ran (of which 21 constructed an object rather than computing a result; 30 with no instrument failure: 1 honoured, 0 violated, 29 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (22 pointer-only for licence)
An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution 24 1 9 Jul 2018 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
PCL: Proposal Cluster Learning for Weakly Supervised Object Detection 4 1 9 Jul 2018 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 3 unverified
DARTS: Differentiable Architecture Search 59 1 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)
Unsupervised Feature Learning via Non-Parametric Instance Discrimination 4 3 1 Jun 2018 not harvested
AutoAugment: Learning Augmentation Policies from Data 33 2 24 May 2018 community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 2 violated, 20 with no contract checked; 3 where Syntology's instrument failed) · 18 unverified (4 pointer-only for licence)
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination 15 1 5 May 2018 community repositories only · 19 ran (of which 14 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
Exploring the Limits of Weakly Supervised Pretraining 4 4 2 May 2018 not harvested
What do Deep Networks Like to See? 1 1 22 Mar 2018 not harvested
Unsupervised Representation Learning by Predicting Image Rotations 20 1 21 Mar 2018 official: harvested, nothing ran · 16 ran (of which 7 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (18 pointer-only for licence)
Averaging Weights Leads to Wider Optima and Better Generalization 17 2 14 Mar 2018 official (archive's flag): 2 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Regularized Evolution for Image Classifier Architecture Search 5 1 5 Feb 2018 not harvested
MobileNetV2: Inverted Residuals and Linear Bottlenecks 159 2 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)
Sparse learning of stochastic dynamic equations 1 1 6 Dec 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) · 2 unverified (3 pointer-only for licence)