Methods › General › Regularization › Weight Decay › Papers, page 107

Weight Decay

Papers archive 2025-07-28

archive papers tagged: 10,713 · with a code link: 4,533 · where Syntology ran a sample: 1,291 (1,064 with a run with no instrument failure, 227 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (1,291 of 10,713 tagged: 1,064 with a run with no instrument failure, 227 where every run was a failure of Syntology's instrument)

Page 107 of 108: papers 10,601 to 10,700 of 10,713, newest first by the archive's date (ties by slug), in archive order.

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.

• SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering
  10 Dec 2018 · 6 repositories · arXiv:1812.03593
• FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
  9 Dec 2018 · 5 repositories · arXiv:1812.03443
  Syntology 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)
• Off-Policy Deep Reinforcement Learning without Exploration
  7 Dec 2018 · 10 repositories · arXiv:1812.02900
  Syntology community repositories only · 14 ran (of which 12 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 14 harvested samples) · 9 pointer-only (licence)
• Bag of Tricks for Image Classification with Convolutional Neural Networks
  4 Dec 2018 · 28 repositories · arXiv:1812.01187
  Syntology community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 15 harvested samples) · 5 pointer-only (licence)
• Resource Constrained Deep Reinforcement Learning
  3 Dec 2018 · 0 repositories · arXiv:1812.00600
• Pelee: A Real-Time Object Detection System on Mobile Devices
  1 Dec 2018 · 2 repositories
• Deep Multi-Agent Reinforcement Learning with Relevance Graphs
  30 Nov 2018 · 1 repository · arXiv:1811.12557
  Syntology 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) · 6 unverified (of 7 harvested samples)
• Grid R-CNN
  29 Nov 2018 · 2 repositories · arXiv:1811.12030
  Syntology 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)
• Deep Reinforcement Learning for Autonomous Driving
  28 Nov 2018 · 1 repository · arXiv:1811.11329
• Deformable ConvNets v2: More Deformable, Better Results
  27 Nov 2018 · 26 repositories · arXiv:1811.11168
  Syntology 10 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; 1 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 4 pointer-only (licence)
• Modelling the Dynamic Joint Policy of Teammates with Attention Multi-agent DDPG
  13 Nov 2018 · 0 repositories · arXiv:1811.07029
• M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network
  12 Nov 2018 · 11 repositories · arXiv:1811.04533
  Syntology 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)
• ACE: An Actor Ensemble Algorithm for Continuous Control with Tree Search
  6 Nov 2018 · 1 repository · arXiv:1811.02696
• Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks
  2 Nov 2018 · 1 repository · arXiv:1811.01088
• Piecewise Strong Convexity of Neural Networks
  30 Oct 2018 · 0 repositories · arXiv:1810.12805
• Three Mechanisms of Weight Decay Regularization
  29 Oct 2018 · 0 repositories · arXiv:1810.12281
• Hierarchical Approaches for Reinforcement Learning in Parameterized Action Space
  23 Oct 2018 · 0 repositories · arXiv:1810.09656
• BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
  11 Oct 2018 · 534 repositories · arXiv:1810.04805
  Syntology 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)
• Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space
  10 Oct 2018 · 5 repositories · arXiv:1810.06394
  Syntology 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) · 1 unverified (of 3 harvested samples)
• Curriculum goal masking for continuous deep reinforcement learning
  17 Sep 2018 · 0 repositories · arXiv:1809.06146
• PSANet: Point-wise Spatial Attention Network for Scene Parsing
  1 Sep 2018 · 4 repositories
• Adversarial Deep Reinforcement Learning in Portfolio Management
  29 Aug 2018 · 5 repositories · arXiv:1808.09940
• MnasNet: Platform-Aware Neural Architecture Search for Mobile
  31 Jul 2018 · 29 repositories · arXiv:1807.11626
  Syntology 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)
• ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
  30 Jul 2018 · 35 repositories · arXiv:1807.11164
  Syntology 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 16 unverified (of 30 harvested samples) · 3 pointer-only (licence)
• CBAM: Convolutional Block Attention Module
  17 Jul 2018 · 31 repositories · arXiv:1807.06521
  Syntology 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)
• Bipedal Walking Robot using Deep Deterministic Policy Gradient
  16 Jul 2018 · 3 repositories · arXiv:1807.05924
• Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition
  10 Jul 2018 · 3 repositories · arXiv:1807.03848
• Deterministic Policy Gradients With General State Transitions
  10 Jul 2018 · 0 repositories · arXiv:1807.03708
• An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution
  9 Jul 2018 · 24 repositories · arXiv:1807.03247
  Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
• Learning to Explore via Meta-Policy Gradient
  1 Jul 2018 · 0 repositories
• Stroke-based Character Reconstruction
  23 Jun 2018 · 1 repository · arXiv:1806.08990
• Data augmentation instead of explicit regularization
  11 Jun 2018 · 2 repositories · arXiv:1806.03852
• Improving Language Understanding by Generative Pre-Training
  11 Jun 2018 · 13 repositories
• Randomized Value Functions via Multiplicative Normalizing Flows
  6 Jun 2018 · 2 repositories · arXiv:1806.02315
• SNIPER: Efficient Multi-Scale Training
  23 May 2018 · 4 repositories · arXiv:1805.09300
• Advances in Experience Replay
  15 May 2018 · 1 repository · arXiv:1805.05536
• Do deep reinforcement learning agents model intentions?
  15 May 2018 · 1 repository · arXiv:1805.06020
• Multiagent Soft Q-Learning
  25 Apr 2018 · 0 repositories · arXiv:1804.09817
• DetNet: A Backbone network for Object Detection
  17 Apr 2018 · 2 repositories · arXiv:1804.06215
• Adversarial Training Versus Weight Decay
  10 Apr 2018 · 2 repositories · arXiv:1804.03308
• A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay
  26 Mar 2018 · 30 repositories · arXiv:1803.09820
  Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 2 pointer-only (licence)
• SqueezeNext: Hardware-Aware Neural Network Design
  23 Mar 2018 · 8 repositories · arXiv:1803.10615
  Syntology 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)
• ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation
  19 Mar 2018 · 8 repositories · arXiv:1803.06815
  Syntology official: harvested, nothing ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
• Averaging Weights Leads to Wider Optima and Better Generalization
  14 Mar 2018 · 17 repositories · arXiv:1803.05407
  Syntology 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)
• Learning to Explore with Meta-Policy Gradient
  13 Mar 2018 · 0 repositories · arXiv:1803.05044
• Norm matters: efficient and accurate normalization schemes in deep networks
  5 Mar 2018 · 4 repositories · arXiv:1803.01814
  Syntology official (archive's flag): 5 ran · 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)
• Path Aggregation Network for Instance Segmentation
  5 Mar 2018 · 10 repositories · arXiv:1803.01534
  Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• Distributed Prioritized Experience Replay
  2 Mar 2018 · 15 repositories · arXiv:1803.00933
  Syntology 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 15 harvested samples) · 3 pointer-only (licence)
• Do deep nets really need weight decay and dropout?
  20 Feb 2018 · 1 repository · arXiv:1802.07042
• GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms
  14 Feb 2018 · 1 repository · arXiv:1802.05054
  Syntology official (archive's flag): 2 ran · 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) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Regularized Evolution for Image Classifier Architecture Search
  5 Feb 2018 · 5 repositories · arXiv:1802.01548
• Pretraining Deep Actor-Critic Reinforcement Learning Algorithms With Expert Demonstrations
  31 Jan 2018 · 0 repositories · arXiv:1801.10459
• NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction
  25 Jan 2018 · 1 repository · arXiv:1801.08297
• MobileNetV2: Inverted Residuals and Linear Bottlenecks
  13 Jan 2018 · 159 repositories · arXiv:1801.04381
  Syntology 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)
• Explicit Induction Bias for Transfer Learning with Convolutional Networks
  1 Jan 2018 · 0 repositories
• Fixing Weight Decay Regularization in Adam
  1 Jan 2018 · 0 repositories
• Learning to Run with Actor-Critic Ensemble
  25 Dec 2017 · 2 repositories · arXiv:1712.08987
• Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions
  16 Dec 2017 · 33 repositories · arXiv:1712.05884
  Syntology 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)
• A Closer Look at Spatiotemporal Convolutions for Action Recognition
  30 Nov 2017 · 24 repositories · arXiv:1711.11248
  Syntology 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) · 3 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Deep Extreme Cut: From Extreme Points to Object Segmentation
  24 Nov 2017 · 2 repositories · arXiv:1711.09081
• Non-local Neural Networks
  21 Nov 2017 · 32 repositories · arXiv:1711.07971
  Syntology official (archive's flag): 1 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) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Receptive Field Block Net for Accurate and Fast Object Detection
  21 Nov 2017 · 7 repositories · arXiv:1711.07767
  Syntology 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)
• LDMNet: Low Dimensional Manifold Regularized Neural Networks
  16 Nov 2017 · 0 repositories · arXiv:1711.06246
• Decoupled Weight Decay Regularization
  14 Nov 2017 · 23 repositories · arXiv:1711.05101
  Syntology community repositories only · 18 ran (of which 6 constructed an object rather than computing a result; 18 with no instrument failure: 3 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 23 harvested samples) · 5 pointer-only (licence)
• A novel DDPG method with prioritized experience replay
  1 Oct 2017 · 1 repository
• Focal Loss for Dense Object Detection
  7 Aug 2017 · 234 repositories · arXiv:1708.02002
  Syntology community repositories only · 11 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; 9 where Syntology's instrument failed) · 0 unverified (of 11 harvested samples) · 6 pointer-only (licence)
• Leveraging Demonstrations for Deep Reinforcement Learning on Robotics Problems with Sparse Rewards
  27 Jul 2017 · 4 repositories · arXiv:1707.08817
• Learning Transferable Architectures for Scalable Image Recognition
  21 Jul 2017 · 17 repositories · arXiv:1707.07012
  Syntology 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• The Intentional Unintentional Agent: Learning to Solve Many Continuous Control Tasks Simultaneously
  11 Jul 2017 · 0 repositories · arXiv:1707.03300
• Revisiting Unreasonable Effectiveness of Data in Deep Learning Era
  10 Jul 2017 · 2 repositories · arXiv:1707.02968
• ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
  4 Jul 2017 · 38 repositories · arXiv:1707.01083
• Rethinking Atrous Convolution for Semantic Image Segmentation
  17 Jun 2017 · 77 repositories · arXiv:1706.05587
  Syntology 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)
• Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments
  7 Jun 2017 · 86 repositories · arXiv:1706.02275
  Syntology 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)
• Parameter Space Noise for Exploration
  6 Jun 2017 · 10 repositories · arXiv:1706.01905
  Syntology 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)
• Feature Incay for Representation Regularization
  29 May 2017 · 0 repositories · arXiv:1705.10284
• Discrete Sequential Prediction of Continuous Actions for Deep RL
  14 May 2017 · 0 repositories · arXiv:1705.05035
• Active Convolution: Learning the Shape of Convolution for Image Classification
  27 Mar 2017 · 1 repository · arXiv:1703.09076
• YOLO9000: Better, Faster, Stronger
  25 Dec 2016 · 231 repositories · arXiv:1612.08242
  Syntology 44 ran (of which 0 constructed an object rather than computing a result; 33 with no instrument failure: 1 honoured, 4 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 16 unverified (of 60 harvested samples) · 23 pointer-only (licence)
• Learning to Segment Object Candidates via Recursive Neural Networks
  4 Dec 2016 · 0 repositories · arXiv:1612.01057
• Pyramid Scene Parsing Network
  4 Dec 2016 · 67 repositories · arXiv:1612.01105
  Syntology 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)
• Aggregated Residual Transformations for Deep Neural Networks
  16 Nov 2016 · 61 repositories · arXiv:1611.05431
  Syntology 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)
• Quasi-Recurrent Neural Networks
  5 Nov 2016 · 7 repositories · arXiv:1611.01576
  Syntology 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)
• Deep Pyramidal Residual Networks
  10 Oct 2016 · 7 repositories · arXiv:1610.02915
  Syntology 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)
• Xception: Deep Learning with Depthwise Separable Convolutions
  7 Oct 2016 · 41 repositories · arXiv:1610.02357
  Syntology 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)
• SoftTarget Regularization: An Effective Technique to Reduce Over-Fitting in Neural Networks
  21 Sep 2016 · 0 repositories · arXiv:1609.06693
• Densely Connected Convolutional Networks
  25 Aug 2016 · 146 repositories · arXiv:1608.06993
  Syntology 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)
• Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures
  22 Aug 2016 · 9 repositories · arXiv:1608.06037
  Syntology 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)
• Group Sparse Regularization for Deep Neural Networks
  2 Jul 2016 · 1 repository · arXiv:1607.00485
• Actor-critic versus direct policy search: a comparison based on sample complexity
  29 Jun 2016 · 1 repository · arXiv:1606.09152
• ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
  7 Jun 2016 · 49 repositories · arXiv:1606.02147
  Syntology 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)
• DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
  2 Jun 2016 · 47 repositories · arXiv:1606.00915
  Syntology 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)
• Adversarial Feature Learning
  31 May 2016 · 10 repositories · arXiv:1605.09782
  Syntology 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)
• Stochastic Function Norm Regularization of Deep Networks
  30 May 2016 · 1 repository · arXiv:1605.09085
• Density estimation using Real NVP
  27 May 2016 · 35 repositories · arXiv:1605.08803
  Syntology 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)
• Wide Residual Networks
  23 May 2016 · 72 repositories · arXiv:1605.07146
  Syntology 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)
• Identity Mappings in Deep Residual Networks
  16 Mar 2016 · 54 repositories · arXiv:1603.05027
  Syntology 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)
• Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units
  16 Mar 2016 · 2 repositories · arXiv:1603.05201
• SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size
  24 Feb 2016 · 59 repositories · arXiv:1602.07360
  Syntology 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)
• Deep Residual Learning for Image Recognition
  10 Dec 2015 · 484 repositories · arXiv:1512.03385
  Syntology 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)
• SSD: Single Shot MultiBox Detector
  8 Dec 2015 · 221 repositories · arXiv:1512.02325
  Syntology 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)