Methods › General › Regularization › Dropout › Papers where code ran, page 36
Dropout
Papers archive 2025-07-28
archive papers tagged: 27,472 · with a code link: 12,129 · where Syntology ran a sample: 3,620 (3,044 with a run with no instrument failure, 576 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (3,620 of 27,472 tagged: 3,044 with a run with no instrument failure, 576 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 36 of 37: papers 3,501 to 3,600 of the 3,620 tagged papers where Syntology ran at least one harvested sample (3,044 with a run with no instrument failure, 576 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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Deeper and Wider Siamese Networks for Real-Time Visual Tracking 7 Jan 2019 · 5 repositories · arXiv:1901.01660Syntology 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)
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Opportunistic Learning: Budgeted Cost-Sensitive Learning from Data Streams 2 Jan 2019 · 1 repository · arXiv:1901.00243Syntology official (archive's flag): 3 ran · 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Multilingual Constituency Parsing with Self-Attention and Pre-Training 31 Dec 2018 · 4 repositories · arXiv:1812.11760Syntology official (archive's flag): 8 ran · 22 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; 3 where Syntology's instrument failed) · 6 unverified (of 28 harvested samples) · 3 pointer-only (licence)
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Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology 23 Dec 2018 · 2 repositories · arXiv:1812.09764Syntology official (archive's flag): 8 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 1 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 2 pointer-only (licence)
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Conditional BERT Contextual Augmentation 17 Dec 2018 · 5 repositories · arXiv:1812.06705Syntology 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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Trust Region Based Adversarial Attack on Neural Networks 16 Dec 2018 · 2 repositories · arXiv:1812.06371Syntology official (archive's flag): 3 ran · 7 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; 7 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 7 pointer-only (licence)
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FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search 9 Dec 2018 · 5 repositories · arXiv:1812.03443Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Learning RoI Transformer for Detecting Oriented Objects in Aerial Images 1 Dec 2018 · 1 repository · arXiv:1812.00155Syntology 10 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; 5 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 11 pointer-only (licence)
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ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network 28 Nov 2018 · 10 repositories · arXiv:1811.11431Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Probabilistic Object Detection: Definition and Evaluation 27 Nov 2018 · 1 repository · arXiv:1811.10800Syntology 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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GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism 16 Nov 2018 · 13 repositories · arXiv:1811.06965Syntology 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 (of 25 harvested samples) · 16 pointer-only (licence)
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M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network 12 Nov 2018 · 11 repositories · arXiv:1811.04533Syntology 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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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 · 534 repositories · arXiv:1810.04805Syntology official: no sample here; runs from other or unrecorded repositories · 300 ran (of which 75 constructed an object rather than computing a result; 235 with no instrument failure: 17 honoured, 4 violated, 214 with no contract checked; 65 where Syntology's instrument failed) · 359 unverified (of 659 harvested samples) · 164 pointer-only (licence)
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DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning 9 Oct 2018 · 1 repository · arXiv:1810.05726Syntology 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) · 1 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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Improving the Transformer Translation Model with Document-Level Context 8 Oct 2018 · 3 repositories · arXiv:1810.03581Syntology 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) · 11 unverified (of 12 harvested samples)
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Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks 1 Oct 2018 · 9 repositories · arXiv:1810.00825Syntology official (archive's flag): 3 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 3 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples) · 4 pointer-only (licence)
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Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network 1 Oct 2018 · 1 repository · arXiv:1810.01279Syntology 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) · 3 unverified (of 4 harvested samples)
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SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud 22 Sep 2018 · 1 repository · arXiv:1809.08495Syntology 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 (of 4 harvested samples)
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Music Transformer 12 Sep 2018 · 12 repositories · arXiv:1809.04281Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 1 Sep 2018 · 46 repositories · arXiv:1809.00219Syntology official (archive's flag): 1 ran · 33 ran (of which 0 constructed an object rather than computing a result; 29 with no instrument failure: 0 honoured, 0 violated, 29 with no contract checked; 4 where Syntology's instrument failed) · 11 unverified (of 44 harvested samples) · 7 pointer-only (licence)
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Wide Activation for Efficient and Accurate Image Super-Resolution 27 Aug 2018 · 12 repositories · arXiv:1808.08718Syntology community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 17 harvested samples) · 2 pointer-only (licence)
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Semi-Autoregressive Neural Machine Translation 26 Aug 2018 · 1 repository · arXiv:1808.08583Syntology 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) · 3 unverified (of 4 harvested samples)
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MnasNet: Platform-Aware Neural Architecture Search for Mobile 31 Jul 2018 · 29 repositories · arXiv:1807.11626Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 2 pointer-only (licence)
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LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks 26 Jul 2018 · 1 repository · arXiv:1807.10029Syntology 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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Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net 25 Jul 2018 · 25 repositories · arXiv:1807.09441Syntology community repositories only · 8 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; 1 where Syntology's instrument failed) · 8 unverified (of 16 harvested samples) · 2 pointer-only (licence)
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ClariNet: Parallel Wave Generation in End-to-End Text-to-Speech 19 Jul 2018 · 5 repositories · arXiv:1807.07281Syntology 10 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; 0 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 1 pointer-only (licence)
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CBAM: Convolutional Block Attention Module 17 Jul 2018 · 31 repositories · arXiv:1807.06521Syntology 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) · 9 unverified (of 22 harvested samples) · 3 pointer-only (licence)
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Universal Transformers 10 Jul 2018 · 8 repositories · arXiv:1807.03819Syntology community repositories only · 17 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 1 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 25 harvested samples) · 24 pointer-only (licence)
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Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations 4 Jul 2018 · 2 repositories · arXiv:1807.01697Syntology 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) · 0 unverified (of 6 harvested samples) · 3 pointer-only (licence)
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BayesGrad: Explaining Predictions of Graph Convolutional Networks 4 Jul 2018 · 1 repository · arXiv:1807.01985Syntology official (archive's flag): 4 ran · 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 (of 4 harvested samples)
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Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex 6 Jun 2018 · 1 repository · arXiv:1806.01845Syntology 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 (of 4 harvested samples) · 4 pointer-only (licence)
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Deep Learning under Privileged Information Using Heteroscedastic Dropout 29 May 2018 · 1 repository · arXiv:1805.11614Syntology 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, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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GenAttack: Practical Black-box Attacks with Gradient-Free Optimization 28 May 2018 · 3 repositories · arXiv:1805.11090Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (of 12 harvested samples)
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Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination 5 May 2018 · 15 repositories · arXiv:1805.01978Syntology community repositories only · 19 ran (of which 14 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 23 harvested samples) · 16 pointer-only (licence)
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Accelerating Neural Transformer via an Average Attention Network 2 May 2018 · 1 repository · arXiv:1805.00631Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 12 unverified (of 19 harvested samples)
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ADef: an Iterative Algorithm to Construct Adversarial Deformations 20 Apr 2018 · 2 repositories · arXiv:1804.07729Syntology 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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Adafactor: Adaptive Learning Rates with Sublinear Memory Cost 11 Apr 2018 · 5 repositories · arXiv:1804.04235Syntology 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 (of 4 harvested samples)
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A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers 10 Apr 2018 · 4 repositories · arXiv:1804.03294Syntology 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 (of 3 harvested samples) · 3 pointer-only (licence)
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HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation 9 Apr 2018 · 3 repositories · arXiv:1804.02967Syntology 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 (of 3 harvested samples)
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Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotron 24 Mar 2018 · 3 repositories · arXiv:1803.09047Syntology 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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Style Tokens: Unsupervised Style Modeling, Control and Transfer in End-to-End Speech Synthesis 23 Mar 2018 · 11 repositories · arXiv:1803.09017Syntology 19 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 6 where Syntology's instrument failed) · 2 unverified (of 21 harvested samples) · 9 pointer-only (licence)
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SqueezeNext: Hardware-Aware Neural Network Design 23 Mar 2018 · 8 repositories · arXiv:1803.10615Syntology 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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Unsupervised Representation Learning by Predicting Image Rotations 21 Mar 2018 · 20 repositories · arXiv:1803.07728Syntology official: harvested, nothing ran · 16 ran (of which 7 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (of 22 harvested samples) · 18 pointer-only (licence)
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Tensor2Tensor for Neural Machine Translation 16 Mar 2018 · 15 repositories · arXiv:1803.07416Syntology official (archive's flag): 1 ran · 30 ran (of which 0 constructed an object rather than computing a result; 29 with no instrument failure: 0 honoured, 0 violated, 29 with no contract checked; 1 where Syntology's instrument failed) · 18 unverified (of 48 harvested samples)
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Averaging Weights Leads to Wider Optima and Better Generalization 14 Mar 2018 · 17 repositories · arXiv:1803.05407Syntology official (archive's flag): 2 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 4 pointer-only (licence)
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Self-Attention with Relative Position Representations 6 Mar 2018 · 13 repositories · arXiv:1803.02155Syntology community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (of 23 harvested samples) · 3 pointer-only (licence)
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ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing 5 Mar 2018 · 2 repositories · arXiv:1803.01837Syntology official (archive's flag): 9 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples)
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Adversarial Audio Synthesis 12 Feb 2018 · 22 repositories · arXiv:1802.04208Syntology community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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ShakeDrop Regularization for Deep Residual Learning 7 Feb 2018 · 5 repositories · arXiv:1802.02375Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Universal Language Model Fine-tuning for Text Classification 18 Jan 2018 · 66 repositories · arXiv:1801.06146Syntology 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) · 3 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 · 159 repositories · arXiv:1801.04381Syntology 85 ran (of which 40 constructed an object rather than computing a result; 65 with no instrument failure: 8 honoured, 0 violated, 57 with no contract checked; 20 where Syntology's instrument failed) · 26 unverified (of 111 harvested samples) · 64 pointer-only (licence)
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The Unreasonable Effectiveness of Deep Features as a Perceptual Metric 11 Jan 2018 · 24 repositories · arXiv:1801.03924Syntology 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 (of 2 harvested samples)
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Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions 16 Dec 2017 · 33 repositories · arXiv:1712.05884Syntology 7 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; 5 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Cascade R-CNN: Delving into High Quality Object Detection 3 Dec 2017 · 8 repositories · arXiv:1712.00726Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 30 Nov 2017 · 21 repositories · arXiv:1711.11585Syntology official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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Receptive Field Block Net for Accurate and Fast Object Detection 21 Nov 2017 · 7 repositories · arXiv:1711.07767Syntology official: no sample here; runs from other or unrecorded repositories · 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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AOGNets: Compositional Grammatical Architectures for Deep Learning 15 Nov 2017 · 4 repositories · arXiv:1711.05847Syntology official: harvested, nothing 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) · 5 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning 14 Nov 2017 · 47 repositories · arXiv:1711.05225Syntology 29 ran (of which 0 constructed an object rather than computing a result; 24 with no instrument failure: 1 honoured, 1 violated, 22 with no contract checked; 5 where Syntology's instrument failed) · 8 unverified (of 37 harvested samples) · 13 pointer-only (licence)
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Breaking the Softmax Bottleneck: A High-Rank RNN Language Model 10 Nov 2017 · 9 repositories · arXiv:1711.03953Syntology official (archive's flag): 2 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 11 unverified (of 23 harvested samples) · 1 pointer-only (licence)
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Non-Autoregressive Neural Machine Translation 7 Nov 2017 · 2 repositories · arXiv:1711.02281Syntology official (archive's flag): 1 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 (of 2 harvested samples) · 1 pointer-only (licence)
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Weighted Transformer Network for Machine Translation 6 Nov 2017 · 5 repositories · arXiv:1711.02132Syntology 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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Fine-tuning CNN Image Retrieval with No Human Annotation 3 Nov 2017 · 14 repositories · arXiv:1711.02512Syntology official (archive's flag): 7 ran · 17 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 0 violated, 15 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 24 harvested samples) · 5 pointer-only (licence)
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Deep Voice 3: Scaling Text-to-Speech with Convolutional Sequence Learning 20 Oct 2017 · 7 repositories · arXiv:1710.07654Syntology 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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Simple Recurrent Units for Highly Parallelizable Recurrence 8 Sep 2017 · 11 repositories · arXiv:1709.02755Syntology community repositories only · 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) · 0 unverified (of 1 harvested sample)
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Regularizing and Optimizing LSTM Language Models 7 Aug 2017 · 45 repositories · arXiv:1708.02182Syntology community repositories only · 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) · 1 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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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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Attention Is All You Need 12 Jun 2017 · 595 repositories · arXiv:1706.03762Syntology official: no sample here; runs from other or unrecorded repositories · 610 ran (of which 293 constructed an object rather than computing a result; 529 with no instrument failure: 45 honoured, 15 violated, 469 with no contract checked; 81 where Syntology's instrument failed) · 336 unverified (of 946 harvested samples) · 451 pointer-only (licence)
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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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Concrete Dropout 22 May 2017 · 5 repositories · arXiv:1705.07832Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 3 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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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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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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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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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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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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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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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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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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Neural Photo Editing with Introspective Adversarial Networks 22 Sep 2016 · 2 repositories · arXiv:1609.07093Syntology 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)
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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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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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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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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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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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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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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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A Theoretically Grounded Application of Dropout in Recurrent Neural Networks 16 Dec 2015 · 14 repositories · arXiv:1512.05287Syntology 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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SSD: Single Shot MultiBox Detector 8 Dec 2015 · 221 repositories · arXiv:1512.02325Syntology community repositories only · 93 ran (of which 0 constructed an object rather than computing a result; 79 with no instrument failure: 3 honoured, 1 violated, 75 with no contract checked; 14 where Syntology's instrument failed) · 38 unverified (of 131 harvested samples) · 9 pointer-only (licence)
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Rethinking the Inception Architecture for Computer Vision 2 Dec 2015 · 113 repositories · arXiv:1512.00567Syntology 20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 26 harvested samples) · 5 pointer-only (licence)
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Compression of Deep Convolutional Neural Networks for Fast and Low Power Mobile Applications 20 Nov 2015 · 7 repositories · arXiv:1511.06530Syntology 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) · 7 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Convolutional neural networks with low-rank regularization 19 Nov 2015 · 2 repositories · arXiv:1511.06067Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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All you need is a good init 19 Nov 2015 · 11 repositories · arXiv:1511.06422Syntology official: harvested, nothing 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) · 9 unverified (of 19 harvested samples) · 2 pointer-only (licence)
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Batch-normalized Maxout Network in Network 9 Nov 2015 · 1 repository · arXiv:1511.02583Syntology 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)