| Benchmarking Graph Neural Networks |
15 |
1 |
2 Mar 2020 |
official (archive's flag): 3 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 13 unverified (1 pointer-only for licence) |
| FMix: Enhancing Mixed Sample Data Augmentation |
5 |
1 |
27 Feb 2020 |
official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Performance Analysis of Semi-supervised Learning in the Small-data Regime using VAEs |
1 |
2 |
26 Feb 2020 |
not harvested |
| Deep Nearest Neighbor Anomaly Detection |
0 |
1 |
24 Feb 2020 |
not harvested |
| Towards Robust and Reproducible Active Learning Using Neural Networks |
2 |
2 |
21 Feb 2020 |
official (archive's flag): 1 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 2 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence) |
| How to train your neural ODE: the world of Jacobian and kinetic regularization |
2 |
1 |
7 Feb 2020 |
12 ran (of which 1 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified |
| Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods |
1 |
1 |
24 Jan 2020 |
not harvested |
| batchboost: regularization for stabilizing training with resistance to underfitting & overfitting |
1 |
1 |
21 Jan 2020 |
not harvested |
| FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence |
26 |
3 |
21 Jan 2020 |
community repositories only · 53 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 3 honoured, 2 violated, 30 with no contract checked; 18 where Syntology's instrument failed) · 21 unverified (17 pointer-only for licence) |
| Quantisation and Pruning for Neural Network Compression and Regularisation |
1 |
6 |
14 Jan 2020 |
not harvested |
| ZeroQ: A Novel Zero Shot Quantization Framework |
3 |
1 |
1 Jan 2020 |
community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 12 unverified (2 pointer-only for licence) |
| Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices |
5 |
1 |
28 Dec 2019 |
official: harvested, nothing ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (8 pointer-only for licence) |
| Big Transfer (BiT): General Visual Representation Learning |
9 |
2 |
24 Dec 2019 |
community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified |
| Triple Generative Adversarial Networks |
1 |
6 |
20 Dec 2019 |
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| RealMix: Towards Realistic Semi-Supervised Deep Learning Algorithms |
2 |
4 |
18 Dec 2019 |
official: harvested, nothing ran · 0 ran · 3 unverified |
| cGANs with Multi-Hinge Loss |
3 |
1 |
9 Dec 2019 |
not harvested |
| Compressing 3DCNNs Based on Tensor Train Decomposition |
0 |
1 |
8 Dec 2019 |
not harvested |
| BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition |
1 |
1 |
5 Dec 2019 |
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Multi-Modal Deep Clustering: Unsupervised Partitioning of Images |
1 |
1 |
5 Dec 2019 |
not harvested |
| Domain-independent Dominance of Adaptive Methods |
1 |
6 |
4 Dec 2019 |
not harvested |
| SGAS: Sequential Greedy Architecture Search |
1 |
1 |
30 Nov 2019 |
3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence) |
| Blockwisely Supervised Neural Architecture Search with Knowledge Distillation |
1 |
1 |
29 Nov 2019 |
not harvested |
| Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search |
1 |
1 |
27 Nov 2019 |
not harvested |
| Attribute Restoration Framework for Anomaly Detection |
1 |
1 |
25 Nov 2019 |
not harvested |
| EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations |
2 |
3 |
21 Nov 2019 |
not harvested |
| ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring |
3 |
4 |
21 Nov 2019 |
official: harvested, nothing ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| Faster AutoAugment: Learning Augmentation Strategies using Backpropagation |
1 |
5 |
16 Nov 2019 |
6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified |
| Knowledge Representing: Efficient, Sparse Representation of Prior Knowledge for Knowledge Distillation |
0 |
1 |
13 Nov 2019 |
not harvested |
| On the Relationship between Self-Attention and Convolutional Layers |
1 |
1 |
8 Nov 2019 |
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence) |
| Consistency Regularization for Generative Adversarial Networks |
0 |
1 |
26 Oct 2019 |
not harvested |
| Decoupling Representation and Classifier for Long-Tailed Recognition |
4 |
2 |
21 Oct 2019 |
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| Deep clustering with concrete k-means |
0 |
1 |
17 Oct 2019 |
not harvested |
| Gradient penalty from a maximum margin perspective |
2 |
1 |
15 Oct 2019 |
official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence) |
| One-Shot Neural Architecture Search via Self-Evaluated Template Network |
4 |
1 |
13 Oct 2019 |
community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| Searching for A Robust Neural Architecture in Four GPU Hours |
6 |
2 |
10 Oct 2019 |
not harvested |
| Prescribed Generative Adversarial Networks |
2 |
1 |
9 Oct 2019 |
not harvested |
| Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning |
2 |
3 |
3 Sep 2019 |
not harvested |
| Gated Convolutional Networks with Hybrid Connectivity for Image Classification |
1 |
3 |
26 Aug 2019 |
official (archive's flag): 3 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence) |
| Mish: A Self Regularized Non-Monotonic Activation Function |
9 |
2 |
23 Aug 2019 |
official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| Repetitive Reprediction Deep Decipher for Semi-Supervised Learning |
1 |
1 |
9 Aug 2019 |
not harvested |
| Lookahead Optimizer: k steps forward, 1 step back |
19 |
3 |
19 Jul 2019 |
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| Single-bit-per-weight deep convolutional neural networks without batch-normalization layers for embedded systems |
1 |
1 |
16 Jul 2019 |
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| Generative Modeling by Estimating Gradients of the Data Distribution |
13 |
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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 |
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12 Jul 2019 |
community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence) |
| Sparse Networks from Scratch: Faster Training without Losing Performance |
2 |
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10 Jul 2019 |
official: harvested for another paper · 0 ran · 1 unverified |
| FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search |
2 |
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3 Jul 2019 |
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| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty |
4 |
3 |
28 Jun 2019 |
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence) |
| Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning |
1 |
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25 Jun 2019 |
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| Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss |
7 |
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18 Jun 2019 |
community repositories only · 6 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (5 pointer-only for licence) |
| Stable Rank Normalization for Improved Generalization in Neural Networks and GANs |
0 |
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11 Jun 2019 |
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| Outlier Exposure with Confidence Control for Out-of-Distribution Detection |
1 |
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8 Jun 2019 |
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| Residual Flows for Invertible Generative Modeling |
4 |
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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 |
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28 May 2019 |
official: no sample here; runs from other or unrecorded repositories · 198 ran (of which 73 constructed an object rather than computing a result; 157 with no instrument failure: 26 honoured, 2 violated, 129 with no contract checked; 41 where Syntology's instrument failed) · 104 unverified (113 pointer-only for licence) |
| Generative Latent Flow |
1 |
1 |
24 May 2019 |
5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Network Pruning via Transformable Architecture Search |
4 |
1 |
23 May 2019 |
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| 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 |
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13 May 2019 |
community repositories only · 17 ran (of which 6 constructed an object rather than computing a result; 11 with no instrument failure: 2 honoured, 0 violated, 9 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (5 pointer-only for licence) |
| Learning Loss for Active Learning |
7 |
1 |
9 May 2019 |
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| Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks |
0 |
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8 May 2019 |
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| 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 |
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29 Apr 2019 |
official (archive's flag): 10 ran · 30 ran (of which 3 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (17 pointer-only for licence) |
| Deep Comprehensive Correlation Mining for Image Clustering |
1 |
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15 Apr 2019 |
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| Augmented Neural ODEs |
6 |
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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 |
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1 Apr 2019 |
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence) |
| Robust Subspace Recovery Layer for Unsupervised Anomaly Detection |
2 |
5 |
30 Mar 2019 |
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| Online Multi-target regression trees with stacked leaf models |
0 |
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29 Mar 2019 |
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| AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search |
1 |
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26 Mar 2019 |
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| SRM : A Style-based Recalibration Module for Convolutional Neural Networks |
1 |
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26 Mar 2019 |
3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| sharpDARTS: Faster and More Accurate Differentiable Architecture Search |
2 |
3 |
23 Mar 2019 |
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified |
| OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations |
0 |
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20 Mar 2019 |
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| Selective Kernel Networks |
20 |
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15 Mar 2019 |
community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis |
2 |
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13 Mar 2019 |
not harvested |
| Interpolation Consistency Training for Semi-Supervised Learning |
4 |
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9 Mar 2019 |
community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence) |
| AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks |
1 |
2 |
26 Feb 2019 |
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| Learning Implicitly Recurrent CNNs Through Parameter Sharing |
1 |
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26 Feb 2019 |
not harvested |
| Deep Triplet Quantization |
1 |
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1 Feb 2019 |
5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| Fixup Initialization: Residual Learning Without Normalization |
10 |
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27 Jan 2019 |
2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence) |
| Theoretically Principled Trade-off between Robustness and Accuracy |
9 |
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24 Jan 2019 |
official (archive's flag): 1 ran · 12 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence) |
| Training Neural Networks with Local Error Signals |
2 |
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20 Jan 2019 |
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| Class-Balanced Loss Based on Effective Number of Samples |
11 |
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16 Jan 2019 |
official (archive's flag): 8 ran · 15 ran (of which 2 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 12 unverified |
| Sample-Efficient Neural Architecture Search by Learning Action Space for Monte Carlo Tree Search |
1 |
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1 Jan 2019 |
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| Deep Anomaly Detection with Outlier Exposure |
9 |
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11 Dec 2018 |
community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence) |
| ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware |
23 |
2 |
2 Dec 2018 |
official (archive's flag): 2 ran · 17 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 2 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (4 pointer-only for licence) |
| GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism |
13 |
1 |
16 Nov 2018 |
20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (16 pointer-only for licence) |
| FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models |
7 |
1 |
2 Oct 2018 |
4 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified |
| How Powerful are Graph Neural Networks? |
19 |
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1 Oct 2018 |
official (archive's flag): 2 ran · 6 ran (of which 2 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence) |
| Large Scale GAN Training for High Fidelity Natural Image Synthesis |
35 |
2 |
28 Sep 2018 |
28 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 2 violated, 17 with no contract checked; 8 where Syntology's instrument failed) · 13 unverified (14 pointer-only for licence) |
| Neural Architecture Optimization |
5 |
1 |
22 Aug 2018 |
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| Invariant Information Clustering for Unsupervised Image Classification and Segmentation |
6 |
2 |
17 Jul 2018 |
official (archive's flag): 2 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified |
| Deep Clustering for Unsupervised Learning of Visual Features |
9 |
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15 Jul 2018 |
community repositories only · 5 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence) |
| The relativistic discriminator: a key element missing from standard GAN |
10 |
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2 Jul 2018 |
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (3 pointer-only for licence) |
| Deep One-Class Classification |
1 |
1 |
1 Jul 2018 |
not harvested |
| DARTS: Differentiable Architecture Search |
59 |
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24 Jun 2018 |
official: harvested, nothing ran · 74 ran (of which 30 constructed an object rather than computing a result; 60 with no instrument failure: 9 honoured, 1 violated, 50 with no contract checked; 14 where Syntology's instrument failed) · 82 unverified (54 pointer-only for licence) |
| There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average |
2 |
1 |
14 Jun 2018 |
not harvested |
| Manifold Mixup: Better Representations by Interpolating Hidden States |
12 |
1 |
13 Jun 2018 |
official: no sample here; runs from other or unrecorded repositories · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence) |
| Path-Level Network Transformation for Efficient Architecture Search |
3 |
1 |
7 Jun 2018 |
community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| On gradient regularizers for MMD GANs |
1 |
1 |
29 May 2018 |
official: harvested, nothing ran · 0 ran · 2 unverified (1 pointer-only for licence) |
| Deep Anomaly Detection Using Geometric Transformations |
3 |
1 |
28 May 2018 |
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| RMDL: Random Multimodel Deep Learning for Classification |
1 |
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3 May 2018 |
not harvested |