Methods › Computer Vision › Convolutions › Convolution › Papers where code ran, page 18
Convolution
Papers archive 2025-07-28
archive papers tagged: 19,586 · with a code link: 8,064 · where Syntology ran a sample: 1,837 (1,557 with a run with no instrument failure, 280 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (1,837 of 19,586 tagged: 1,557 with a run with no instrument failure, 280 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 18 of 19: papers 1,701 to 1,800 of the 1,837 tagged papers where Syntology ran at least one harvested sample (1,557 with a run with no instrument failure, 280 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.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line 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.
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Optimizing the Latent Space of Generative Networks 18 Jul 2017 · 6 repositories · arXiv:1707.05776Syntology 4 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; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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The Reversible Residual Network: Backpropagation Without Storing Activations 14 Jul 2017 · 9 repositories · arXiv:1707.04585Syntology official (archive's flag): 3 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Dual Path Networks 6 Jul 2017 · 18 repositories · arXiv:1707.01629Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Wasserstein Distance Guided Representation Learning for Domain Adaptation 5 Jul 2017 · 8 repositories · arXiv:1707.01217Syntology community repositories only · 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) · 0 unverified (of 2 harvested samples)
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Noisy Networks for Exploration 30 Jun 2017 · 15 repositories · arXiv:1706.10295Syntology 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 (of 3 harvested samples) · 3 pointer-only (licence)
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R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detection 29 Jun 2017 · 1 repository · arXiv:1706.09579Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium 26 Jun 2017 · 71 repositories · arXiv:1706.08500Syntology official (archive's flag): 1 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) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Sampling Matters in Deep Embedding Learning 23 Jun 2017 · 6 repositories · arXiv:1706.07567Syntology 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) · 0 unverified (of 2 harvested samples)
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Rethinking Atrous Convolution for Semantic Image Segmentation 17 Jun 2017 · 77 repositories · arXiv:1706.05587Syntology 3 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; 1 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model 12 Jun 2017 · 4 repositories · arXiv:1706.03458Syntology 9 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; 8 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 5 pointer-only (licence)
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Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs 8 Jun 2017 · 8 repositories · arXiv:1706.02633Syntology 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) · 0 unverified (of 3 harvested samples)
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Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks 8 Jun 2017 · 9 repositories · arXiv:1706.02690Syntology community repositories only · 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) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 3 harvested samples) · 1 pointer-only (licence)
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Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 · 86 repositories · arXiv:1706.02275Syntology official: no sample here; runs from other or unrecorded repositories · 75 ran (of which 54 constructed an object rather than computing a result; 68 with no instrument failure: 2 honoured, 0 violated, 66 with no contract checked; 7 where Syntology's instrument failed) · 68 unverified (of 143 harvested samples) · 99 pointer-only (licence)
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Parameter Space Noise for Exploration 6 Jun 2017 · 10 repositories · arXiv:1706.01905Syntology 4 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; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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DiracNets: Training Very Deep Neural Networks Without Skip-Connections 1 Jun 2017 · 3 repositories · arXiv:1706.00388Syntology official (archive's flag): 3 ran · 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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CASENet: Deep Category-Aware Semantic Edge Detection 27 May 2017 · 11 repositories · arXiv:1705.09759Syntology 3 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; 2 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 4 pointer-only (licence)
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Residual Attention Network for Image Classification 23 Apr 2017 · 19 repositories · arXiv:1704.06904Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications 17 Apr 2017 · 159 repositories · arXiv:1704.04861Syntology official: no sample here; runs from other or unrecorded repositories · 53 ran (of which 28 constructed an object rather than computing a result; 44 with no instrument failure: 4 honoured, 0 violated, 40 with no contract checked; 9 where Syntology's instrument failed) · 30 unverified (of 83 harvested samples) · 48 pointer-only (licence)
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Soft-NMS -- Improving Object Detection With One Line of Code 14 Apr 2017 · 8 repositories · arXiv:1704.04503Syntology 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 (of 4 harvested samples)
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Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering 11 Apr 2017 · 13 repositories · arXiv:1704.03162Syntology 9 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; 7 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Snapshot Ensembles: Train 1, get M for free 1 Apr 2017 · 11 repositories · arXiv:1704.00109Syntology 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 (of 1 harvested sample)
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Improved Training of Wasserstein GANs 31 Mar 2017 · 110 repositories · arXiv:1704.00028Syntology community repositories only · 27 ran (of which 10 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (of 49 harvested samples) · 20 pointer-only (licence)
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Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 30 Mar 2017 · 190 repositories · arXiv:1703.10593Syntology community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 17 unverified (of 31 harvested samples) · 6 pointer-only (licence)
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Atomic Convolutional Networks for Predicting Protein-Ligand Binding Affinity 30 Mar 2017 · 3 repositories · arXiv:1703.10603Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Tacotron: Towards End-to-End Speech Synthesis 29 Mar 2017 · 30 repositories · arXiv:1703.10135Syntology 16 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 1 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 25 harvested samples) · 6 pointer-only (licence)
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Coordinating Filters for Faster Deep Neural Networks 28 Mar 2017 · 5 repositories · arXiv:1703.09746Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Scaling the Scattering Transform: Deep Hybrid Networks 27 Mar 2017 · 2 repositories · arXiv:1703.08961Syntology official (archive's flag): 2 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks 21 Mar 2017 · 21 repositories · arXiv:1703.07015Syntology official (archive's flag): 1 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) · 0 unverified (of 7 harvested samples)
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GP-GAN: Towards Realistic High-Resolution Image Blending 21 Mar 2017 · 2 repositories · arXiv:1703.07195Syntology 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) · 0 unverified (of 3 harvested samples)
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Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 · 29 repositories · arXiv:1703.06868Syntology community repositories only · 32 ran (of which 4 constructed an object rather than computing a result; 16 with no instrument failure: 3 honoured, 0 violated, 13 with no contract checked; 16 where Syntology's instrument failed) · 9 unverified (of 41 harvested samples) · 29 pointer-only (licence)
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Mask R-CNN 20 Mar 2017 · 179 repositories · arXiv:1703.06870Syntology 101 ran (of which 3 constructed an object rather than computing a result; 90 with no instrument failure: 0 honoured, 0 violated, 90 with no contract checked; 11 where Syntology's instrument failed) · 39 unverified (of 140 harvested samples) · 32 pointer-only (licence)
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Multi-style Generative Network for Real-time Transfer 20 Mar 2017 · 6 repositories · arXiv:1703.06953Syntology official (archive's flag): 4 ran · 11 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; 1 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 1 pointer-only (licence)
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Deformable Convolutional Networks 17 Mar 2017 · 38 repositories · arXiv:1703.06211Syntology community repositories only · 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) · 3 unverified (of 9 harvested samples) · 4 pointer-only (licence)
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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 · 85 repositories · arXiv:1703.03400Syntology official (archive's flag): 1 ran · 103 ran (of which 35 constructed an object rather than computing a result; 72 with no instrument failure: 6 honoured, 1 violated, 65 with no contract checked; 31 where Syntology's instrument failed) · 51 unverified (of 154 harvested samples) · 57 pointer-only (licence)
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Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results 6 Mar 2017 · 8 repositories · arXiv:1703.01780Syntology official: no sample here; runs from other or unrecorded repositories · 6 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; 4 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Count-Based Exploration with Neural Density Models 3 Mar 2017 · 1 repository · arXiv:1703.01310Syntology 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 (of 1 harvested sample)
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Understanding Convolution for Semantic Segmentation 27 Feb 2017 · 5 repositories · arXiv:1702.08502Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Adversarial Discriminative Domain Adaptation 17 Feb 2017 · 20 repositories · arXiv:1702.05464Syntology 14 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 7 where Syntology's instrument failed) · 34 unverified (of 48 harvested samples) · 12 pointer-only (licence)
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Wasserstein GAN 26 Jan 2017 · 120 repositories · arXiv:1701.07875Syntology 16 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; 12 where Syntology's instrument failed) · 6 unverified (of 22 harvested samples) · 13 pointer-only (licence)
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Variational Dropout Sparsifies Deep Neural Networks 19 Jan 2017 · 15 repositories · arXiv:1701.05369Syntology 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) · 2 unverified (of 3 harvested samples)
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Learning from Simulated and Unsupervised Images through Adversarial Training 22 Dec 2016 · 9 repositories · arXiv:1612.07828Syntology 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) · 2 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks 10 Dec 2016 · 21 repositories · arXiv:1612.03242Syntology community repositories only · 22 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 0 violated, 18 with no contract checked; 4 where Syntology's instrument failed) · 9 unverified (of 31 harvested samples) · 3 pointer-only (licence)
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Feature Pyramid Networks for Object Detection 9 Dec 2016 · 85 repositories · arXiv:1612.03144Syntology 33 ran (of which 9 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 0 violated, 30 with no contract checked; 2 where Syntology's instrument failed) · 18 unverified (of 51 harvested samples) · 11 pointer-only (licence)
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Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots 6 Dec 2016 · 3 repositories · arXiv:1612.01627Syntology community repositories only · 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) · 0 unverified (of 3 harvested samples)
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Trained Ternary Quantization 4 Dec 2016 · 6 repositories · arXiv:1612.01064Syntology 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) · 2 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Pyramid Scene Parsing Network 4 Dec 2016 · 67 repositories · arXiv:1612.01105Syntology community repositories only · 21 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; 7 where Syntology's instrument failed) · 8 unverified (of 29 harvested samples) · 5 pointer-only (licence)
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Definition Modeling: Learning to define word embeddings in natural language 1 Dec 2016 · 2 repositories · arXiv:1612.00394Syntology 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 (of 3 harvested samples) · 3 pointer-only (licence)
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Fast Wavenet Generation Algorithm 29 Nov 2016 · 6 repositories · arXiv:1611.09482Syntology community repositories only · 5 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; 1 where Syntology's instrument failed) · 5 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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Online Real-time Multiple Spatiotemporal Action Localisation and Prediction 25 Nov 2016 · 5 repositories · arXiv:1611.08563Syntology official (archive's flag): 4 ran · 7 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; 6 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Temporal Generative Adversarial Nets with Singular Value Clipping 21 Nov 2016 · 4 repositories · arXiv:1611.06624Syntology 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) · 0 unverified (of 3 harvested samples)
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Image-to-Image Translation with Conditional Adversarial Networks 21 Nov 2016 · 192 repositories · arXiv:1611.07004Syntology 74 ran (of which 0 constructed an object rather than computing a result; 68 with no instrument failure: 4 honoured, 4 violated, 60 with no contract checked; 6 where Syntology's instrument failed) · 48 unverified (of 122 harvested samples) · 10 pointer-only (licence)
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Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline 20 Nov 2016 · 12 repositories · arXiv:1611.06455Syntology official (archive's flag): 1 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) · 1 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation 20 Nov 2016 · 13 repositories · arXiv:1611.06612Syntology community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Aggregated Residual Transformations for Deep Neural Networks 16 Nov 2016 · 61 repositories · arXiv:1611.05431Syntology community repositories only · 51 ran (of which 7 constructed an object rather than computing a result; 31 with no instrument failure: 0 honoured, 0 violated, 31 with no contract checked; 20 where Syntology's instrument failed) · 29 unverified (of 80 harvested samples) · 13 pointer-only (licence)
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Deeply supervised salient object detection with short connections 15 Nov 2016 · 4 repositories · arXiv:1611.04849Syntology 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) · 0 unverified (of 3 harvested samples)
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Least Squares Generative Adversarial Networks 13 Nov 2016 · 24 repositories · arXiv:1611.04076Syntology community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models 11 Nov 2016 · 3 repositories · arXiv:1611.03852Syntology 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) · 3 unverified (of 7 harvested samples)
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Multispectral Deep Neural Networks for Pedestrian Detection 8 Nov 2016 · 2 repositories · arXiv:1611.02644Syntology 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 (of 7 harvested samples) · 5 pointer-only (licence)
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Unsupervised Cross-Domain Image Generation 7 Nov 2016 · 6 repositories · arXiv:1611.02200Syntology 12 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; 1 where Syntology's instrument failed) · 6 unverified (of 18 harvested samples) · 2 pointer-only (licence)
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Quasi-Recurrent Neural Networks 5 Nov 2016 · 7 repositories · arXiv:1611.01576Syntology 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 (of 1 harvested sample)
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Deep Pyramidal Residual Networks 10 Oct 2016 · 7 repositories · arXiv:1610.02915Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks 7 Oct 2016 · 14 repositories · arXiv:1610.02136Syntology official (archive's flag): 12 ran · 19 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 4 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 21 harvested samples) · 6 pointer-only (licence)
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Xception: Deep Learning with Depthwise Separable Convolutions 7 Oct 2016 · 41 repositories · arXiv:1610.02357Syntology 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) · 8 unverified (of 15 harvested samples)
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CNN Architectures for Large-Scale Audio Classification 29 Sep 2016 · 16 repositories · arXiv:1609.09430Syntology 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) · 0 unverified (of 3 harvested samples)
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Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations 22 Sep 2016 · 5 repositories · arXiv:1609.07061Syntology 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) · 6 unverified (of 12 harvested samples)
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SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient 18 Sep 2016 · 23 repositories · arXiv:1609.05473Syntology community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 7 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (of 21 harvested samples) · 13 pointer-only (licence)
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Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network 16 Sep 2016 · 47 repositories · arXiv:1609.05158Syntology 19 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (of 20 harvested samples) · 1 pointer-only (licence)
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Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network 15 Sep 2016 · 140 repositories · arXiv:1609.04802Syntology 55 ran (of which 0 constructed an object rather than computing a result; 45 with no instrument failure: 3 honoured, 3 violated, 39 with no contract checked; 10 where Syntology's instrument failed) · 17 unverified (of 72 harvested samples) · 14 pointer-only (licence)
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Pruning Filters for Efficient ConvNets 31 Aug 2016 · 21 repositories · arXiv:1608.08710Syntology 23 ran (of which 4 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 14 where Syntology's instrument failed) · 13 unverified (of 36 harvested samples) · 22 pointer-only (licence)
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Densely Connected Convolutional Networks 25 Aug 2016 · 146 repositories · arXiv:1608.06993Syntology community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 32 with no instrument failure: 1 honoured, 0 violated, 31 with no contract checked; 16 where Syntology's instrument failed) · 23 unverified (of 71 harvested samples) · 8 pointer-only (licence)
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Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures 22 Aug 2016 · 9 repositories · arXiv:1608.06037Syntology community repositories only · 11 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; 3 where Syntology's instrument failed) · 0 unverified (of 11 harvested samples)
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Learning Structured Sparsity in Deep Neural Networks 12 Aug 2016 · 3 repositories · arXiv:1608.03665Syntology community repositories only · 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) · 11 unverified (of 14 harvested samples)
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Network Trimming: A Data-Driven Neuron Pruning Approach towards Efficient Deep Architectures 12 Jul 2016 · 7 repositories · arXiv:1607.03250Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation 21 Jun 2016 · 27 repositories · arXiv:1606.06650Syntology 59 ran (of which 18 constructed an object rather than computing a result; 42 with no instrument failure: 4 honoured, 0 violated, 38 with no contract checked; 17 where Syntology's instrument failed) · 17 unverified (of 76 harvested samples) · 20 pointer-only (licence)
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DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients 20 Jun 2016 · 13 repositories · arXiv:1606.06160Syntology community repositories only · 8 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; 0 where Syntology's instrument failed) · 5 unverified (of 13 harvested samples) · 1 pointer-only (licence)
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InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets 12 Jun 2016 · 38 repositories · arXiv:1606.03657Syntology 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 (of 6 harvested samples)
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Improved Techniques for Training GANs 10 Jun 2016 · 46 repositories · arXiv:1606.03498Syntology 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 (of 2 harvested samples)
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ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation 7 Jun 2016 · 49 repositories · arXiv:1606.02147Syntology 26 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (of 30 harvested samples) · 2 pointer-only (licence)
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Semi-Supervised Learning with Generative Adversarial Networks 5 Jun 2016 · 7 repositories · arXiv:1606.01583Syntology 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 (of 2 harvested samples)
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Adversarially Learned Inference 2 Jun 2016 · 9 repositories · arXiv:1606.00704Syntology official (archive's flag): 1 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 2 Jun 2016 · 47 repositories · arXiv:1606.00915Syntology 43 ran (of which 12 constructed an object rather than computing a result; 39 with no instrument failure: 1 honoured, 0 violated, 38 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (of 63 harvested samples) · 18 pointer-only (licence)
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Adversarial Feature Learning 31 May 2016 · 10 repositories · arXiv:1605.09782Syntology 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 (of 1 harvested sample)
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Hierarchical Question-Image Co-Attention for Visual Question Answering 31 May 2016 · 9 repositories · arXiv:1606.00061Syntology 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) · 3 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Density estimation using Real NVP 27 May 2016 · 35 repositories · arXiv:1605.08803Syntology 48 ran (of which 26 constructed an object rather than computing a result; 38 with no instrument failure: 2 honoured, 0 violated, 36 with no contract checked; 10 where Syntology's instrument failed) · 22 unverified (of 70 harvested samples) · 33 pointer-only (licence)
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FractalNet: Ultra-Deep Neural Networks without Residuals 24 May 2016 · 4 repositories · arXiv:1605.07648Syntology 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) · 2 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Wide Residual Networks 23 May 2016 · 72 repositories · arXiv:1605.07146Syntology official (archive's flag): 3 ran · 66 ran (of which 31 constructed an object rather than computing a result; 48 with no instrument failure: 0 honoured, 0 violated, 48 with no contract checked; 18 where Syntology's instrument failed) · 30 unverified (of 96 harvested samples) · 50 pointer-only (licence)
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R-FCN: Object Detection via Region-based Fully Convolutional Networks 20 May 2016 · 48 repositories · arXiv:1605.06409Syntology community repositories only · 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) · 4 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos 9 Apr 2016 · 1 repository · arXiv:1604.02532Syntology 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 (of 1 harvested sample)
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Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles 30 Mar 2016 · 9 repositories · arXiv:1603.09246Syntology 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) · 3 unverified (of 13 harvested samples) · 7 pointer-only (licence)
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Stacked Hourglass Networks for Human Pose Estimation 22 Mar 2016 · 46 repositories · arXiv:1603.06937Syntology 24 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 25 harvested samples) · 1 pointer-only (licence)
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Identity Mappings in Deep Residual Networks 16 Mar 2016 · 54 repositories · arXiv:1603.05027Syntology community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 11 unverified (of 25 harvested samples) · 2 pointer-only (licence)
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XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks 16 Mar 2016 · 20 repositories · arXiv:1603.05279Syntology 16 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; 7 where Syntology's instrument failed) · 2 unverified (of 18 harvested samples) · 3 pointer-only (licence)
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SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size 24 Feb 2016 · 59 repositories · arXiv:1602.07360Syntology community repositories only · 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) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning 23 Feb 2016 · 87 repositories · arXiv:1602.07261Syntology 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 (of 1 harvested sample)
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Deep Exploration via Bootstrapped DQN 15 Feb 2016 · 6 repositories · arXiv:1602.04621Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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A Convolutional Attention Network for Extreme Summarization of Source Code 9 Feb 2016 · 5 repositories · arXiv:1602.03001Syntology 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 (of 1 harvested sample)
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Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 · 70 repositories · arXiv:1602.01783Syntology 60 ran (of which 20 constructed an object rather than computing a result; 51 with no instrument failure: 2 honoured, 1 violated, 48 with no contract checked; 9 where Syntology's instrument failed) · 35 unverified (of 95 harvested samples) · 20 pointer-only (licence)
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A Kronecker-factored approximate Fisher matrix for convolution layers 3 Feb 2016 · 4 repositories · arXiv:1602.01407Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Autoencoding beyond pixels using a learned similarity metric 31 Dec 2015 · 28 repositories · arXiv:1512.09300Syntology 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 2 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 13 harvested samples) · 7 pointer-only (licence)
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Deep Residual Learning for Image Recognition 10 Dec 2015 · 484 repositories · arXiv:1512.03385Syntology official: no sample here; runs from other or unrecorded repositories · 254 ran (of which 108 constructed an object rather than computing a result; 166 with no instrument failure: 3 honoured, 1 violated, 162 with no contract checked; 88 where Syntology's instrument failed) · 123 unverified (of 377 harvested samples) · 193 pointer-only (licence)