Datasets › ImageNet › Papers where code ran, page 3

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)

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 4: papers 201 to 300 of the 361 papers with a benchmark row here where Syntology ran at least one harvested sample (312 with a run with no instrument failure, 49 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 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
An Empirical Study of Training Self-Supervised Vision Transformers 9 7 5 Apr 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)
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 12 10 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 7 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)
Going deeper with Image Transformers 21 12 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)
Rethinking Spatial Dimensions of Vision Transformers 12 4 30 Mar 2021 official: harvested, nothing ran · 10 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 10 unverified
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding 3 6 29 Mar 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: 1 honoured, 2 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
CvT: Introducing Convolutions to Vision Transformers 16 7 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)
Complementary Relation Contrastive Distillation 1 1 29 Mar 2021 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 (4 pointer-only for licence)
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification 15 4 27 Mar 2021 official (archive's flag): 4 ran · 17 ran (of which 10 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 1 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 80 3 25 Mar 2021 official: harvested, nothing ran · 123 ran (of which 45 constructed an object rather than computing a result; 82 with no instrument failure: 5 honoured, 2 violated, 75 with no contract checked; 41 where Syntology's instrument failed) · 84 unverified (45 pointer-only for licence)
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 3 4 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)
Scaling Local Self-Attention for Parameter Efficient Visual Backbones 7 1 23 Mar 2021 18 ran (of which 4 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 7 where Syntology's instrument failed) · 2 unverified
Incorporating Convolution Designs into Visual Transformers 3 4 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
DeepViT: Towards Deeper Vision Transformer 5 2 22 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
Scalable Vision Transformers with Hierarchical Pooling 2 2 19 Mar 2021 official (archive's flag): 1 ran · 1 ran (of which 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
Involution: Inverting the Inherence of Convolution for Visual Recognition 13 5 10 Mar 2021 community repositories only · 7 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; 0 where Syntology's instrument failed) · 2 unverified; every one of the 7 samples that ran constructed an object rather than computing a result (4 pointer-only for licence)
Perceiver: General Perception with Iterative Attention 12 2 4 Mar 2021 official: harvested, nothing ran · 41 ran (of which 20 constructed an object rather than computing a result; 30 with no instrument failure: 0 honoured, 2 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 14 unverified (11 pointer-only for licence)
Barlow Twins: Self-Supervised Learning via Redundancy Reduction 24 3 4 Mar 2021 official (archive's flag): 1 ran · 21 ran (of which 6 constructed an object rather than computing a result; 15 with no instrument failure: 2 honoured, 1 violated, 12 with no contract checked; 6 where Syntology's instrument failed) · 5 unverified (10 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)
Learning Transferable Visual Models From Natural Language Supervision 82 9 26 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 16 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; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search 2 11 23 Feb 2021 official (archive's flag): 1 ran · 2 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; 0 where Syntology's instrument failed) · 4 unverified
LambdaNetworks: Modeling Long-Range Interactions Without Attention 7 2 17 Feb 2021 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)
AlphaNet: Improved Training of Supernets with Alpha-Divergence 2 15 16 Feb 2021 official (archive's flag): 1 ran · 16 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 4 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (31 pointer-only for licence)
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 5 3 11 Feb 2021 8 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; 1 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
High-Performance Large-Scale Image Recognition Without Normalization 20 9 11 Feb 2021 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)
Show, Attend and Distill:Knowledge Distillation via Attention-based Feature Matching 1 1 5 Feb 2021 official (archive's flag): 4 ran · 4 ran (of which 3 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) · 2 unverified
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition 2 4 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)
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet 13 6 28 Jan 2021 official (archive's flag): 4 ran · 21 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 1 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
Bottleneck Transformers for Visual Recognition 13 12 27 Jan 2021 26 ran (of which 9 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 23 unverified (8 pointer-only for licence)
RepVGG: Making VGG-style ConvNets Great Again 25 2 11 Jan 2021 official (archive's flag): 2 ran · 13 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
Training data-efficient image transformers & distillation through attention 40 4 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)
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning 3 3 21 Dec 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) · 0 unverified (3 pointer-only for licence)
Taming Transformers for High-Resolution Image Synthesis 13 1 17 Dec 2020 official (archive's flag): 2 ran · 6 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; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation 1 7 25 Nov 2020 official (archive's flag): 10 ran · 10 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; 10 where Syntology's instrument failed) · 16 unverified
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization 3 2 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
Exploring Simple Siamese Representation Learning 26 1 20 Nov 2020 official (archive's flag): 1 ran · 34 ran (of which 20 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 9 where Syntology's instrument failed) · 5 unverified (22 pointer-only for licence)
Distilling Knowledge by Mimicking Features 3 1 3 Nov 2020 official (archive's flag): 3 ran · 5 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; 4 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 158 3 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)
Representation Learning via Invariant Causal Mechanisms 2 1 15 Oct 2020 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 (1 pointer-only for licence)
Shape-Texture Debiased Neural Network Training 1 1 12 Oct 2020 official (archive's flag): 1 ran · 1 ran (of which 1 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) · 3 unverified; the one sample that ran constructed an object rather than computing a result
Sharpness-Aware Minimization for Efficiently Improving Generalization 18 2 3 Oct 2020 official (archive's flag): 7 ran · 15 ran (of which 6 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) · 5 unverified (6 pointer-only for licence)
Attentional Feature Fusion 2 1 29 Sep 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 (2 pointer-only for licence)
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering 1 2 24 Aug 2020 official (archive's flag): 8 ran · 8 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; 2 where Syntology's instrument failed) · 3 unverified
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs 2 4 20 Jul 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: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search 1 4 20 Jul 2020 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, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Accuracy Prediction with Non-neural Model for Neural Architecture Search 1 1 9 Jul 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: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning 1 5 6 Jul 2020 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Rethinking Channel Dimensions for Efficient Model Design 10 9 2 Jul 2020 community repositories only · 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) · 1 unverified (1 pointer-only for licence)
Self-Knowledge Distillation with Progressive Refinement of Targets 1 1 22 Jun 2020 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) · 0 unverified (3 pointer-only for licence)
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments 18 7 17 Jun 2020 community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 7 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
Big Self-Supervised Models are Strong Semi-Supervised Learners 9 16 17 Jun 2020 community repositories only · 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) · 2 unverified
Multiscale Deep Equilibrium Models 4 1 15 Jun 2020 official (archive's flag): 3 ran · 10 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; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Bootstrap your own latent: A new approach to self-supervised Learning 31 8 13 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 62 ran (of which 19 constructed an object rather than computing a result; 42 with no instrument failure: 4 honoured, 1 violated, 37 with no contract checked; 20 where Syntology's instrument failed) · 17 unverified (46 pointer-only for licence)
Knowledge Distillation Meets Self-Supervision 2 1 12 Jun 2020 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)
Prototypical Contrastive Learning of Unsupervised Representations 2 4 11 May 2020 official (archive's flag): 2 ran · 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) · 3 unverified (1 pointer-only for licence)
Supervised Contrastive Learning 26 1 23 Apr 2020 community repositories only · 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) · 6 unverified (5 pointer-only for licence)
LSQ+: Improving low-bit quantization through learnable offsets and better initialization 4 2 20 Apr 2020 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence)
ResNeSt: Split-Attention Networks 36 5 19 Apr 2020 official (archive's flag): 5 ran · 28 ran (of which 0 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 3 where Syntology's instrument failed) · 20 unverified (23 pointer-only for licence)
Geometry-Aware Gradient Algorithms for Neural Architecture Search 1 1 16 Apr 2020 official (archive's flag): 3 ran · 12 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; 1 where Syntology's instrument failed) · 3 unverified (5 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
Neural Architecture Search for Lightweight Non-Local Networks 2 2 4 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 (1 pointer-only for licence)
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 8 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)
Designing Network Design Spaces 26 6 30 Mar 2020 community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 41 with no instrument failure: 4 honoured, 0 violated, 37 with no contract checked; 7 where Syntology's instrument failed) · 5 unverified (7 pointer-only for licence)
Milking CowMask for Semi-Supervised Image Classification 2 1 26 Mar 2020 official (archive's flag): 1 ran · 1 ran (of which 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models 1 3 24 Mar 2020 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
Meta Pseudo Labels 9 4 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)
Improved Baselines with Momentum Contrastive Learning 36 2 9 Mar 2020 official: no sample here; runs from other or unrecorded repositories · 28 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 1 violated, 20 with no contract checked; 7 where Syntology's instrument failed) · 15 unverified (15 pointer-only for licence)
DADA: Differentiable Automatic Data Augmentation 1 1 8 Mar 2020 official (archive's flag): 8 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 (5 pointer-only for licence)
Semi-Supervised Neural Architecture Search 2 1 24 Feb 2020 official (archive's flag): 2 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) · 3 unverified
Knapsack Pruning with Inner Distillation 1 2 19 Feb 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) · 0 unverified
A Simple Framework for Contrastive Learning of Visual Representations 96 11 13 Feb 2020 official (archive's flag): 2 ran · 115 ran (of which 33 constructed an object rather than computing a result; 90 with no instrument failure: 1 honoured, 1 violated, 88 with no contract checked; 25 where Syntology's instrument failed) · 22 unverified (52 pointer-only for licence)
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 26 1 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)
Harmonic Convolutional Networks based on Discrete Cosine Transform 1 1 18 Jan 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) · 0 unverified
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network 1 1 17 Jan 2020 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) · 8 unverified
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
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)
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)
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
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)
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-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)
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)
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
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)
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
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
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)