Methods › General › Learning Rate Schedules › Step Decay › Papers where code ran, page 1
Step Decay
Papers archive 2025-07-28
archive papers tagged: 73 · with a code link: 68 · where Syntology ran a sample: 41 (33 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (41 of 73 tagged: 33 with a run with no instrument failure, 8 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 1 of 1: papers 1 to 41 of the 41 tagged papers where Syntology ran at least one harvested sample (33 with a run with no instrument failure, 8 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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A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules 17 Mar 2025 · 1 repository · arXiv:2503.12811Syntology 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) · 2 unverified (of 9 harvested samples)
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Harmonic Convolutional Networks based on Discrete Cosine Transform 18 Jan 2020 · 1 repository · arXiv:2001.06570Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples)
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Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection 5 Dec 2019 · 13 repositories · arXiv:1912.02424Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Self-training with Noisy Student improves ImageNet classification 11 Nov 2019 · 13 repositories · arXiv:1911.04252Syntology official (archive's flag): 6 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 11 unverified (of 24 harvested samples) · 2 pointer-only (licence)
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ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks 8 Oct 2019 · 13 repositories · arXiv:1910.03151Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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FreeAnchor: Learning to Match Anchors for Visual Object Detection 5 Sep 2019 · 4 repositories · arXiv:1909.02466Syntology 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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Learning Data Augmentation Strategies for Object Detection 26 Jun 2019 · 6 repositories · arXiv:1906.11172Syntology community repositories only · 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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Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks 23 May 2019 · 3 repositories · arXiv:1905.09646Syntology 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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CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features 13 May 2019 · 30 repositories · arXiv:1905.04899Syntology community repositories only · 17 ran (of which 6 constructed an object rather than computing a result; 11 with no instrument failure: 2 honoured, 0 violated, 9 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (of 24 harvested samples) · 5 pointer-only (licence)
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Searching for MobileNetV3 6 May 2019 · 67 repositories · arXiv:1905.02244Syntology 86 ran (of which 22 constructed an object rather than computing a result; 75 with no instrument failure: 6 honoured, 2 violated, 67 with no contract checked; 11 where Syntology's instrument failed) · 19 unverified (of 105 harvested samples) · 46 pointer-only (licence)
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The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares 29 Apr 2019 · 1 repository · arXiv:1904.12838Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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CenterNet: Keypoint Triplets for Object Detection 17 Apr 2019 · 20 repositories · arXiv:1904.08189Syntology official: harvested, nothing 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) · 9 unverified (of 11 harvested samples) · 4 pointer-only (licence)
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Res2Net: A New Multi-scale Backbone Architecture 2 Apr 2019 · 34 repositories · arXiv:1904.01169Syntology 5 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; 2 where Syntology's instrument failed) · 4 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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SRM : A Style-based Recalibration Module for Convolutional Neural Networks 26 Mar 2019 · 1 repository · arXiv:1903.10829Syntology 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) · 2 pointer-only (licence)
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ELASTIC: Improving CNNs with Dynamic Scaling Policies 13 Dec 2018 · 1 repository · arXiv:1812.05262Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 10 harvested samples) · 1 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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CornerNet: Detecting Objects as Paired Keypoints 3 Aug 2018 · 5 repositories · arXiv:1808.01244Syntology 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) · 8 unverified (of 11 harvested samples) · 2 pointer-only (licence)
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ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design 30 Jul 2018 · 35 repositories · arXiv:1807.11164Syntology 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)
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Acquisition of Localization Confidence for Accurate Object Detection 30 Jul 2018 · 4 repositories · arXiv:1807.11590Syntology community repositories only · 17 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; 2 where Syntology's instrument failed) · 1 unverified (of 18 harvested samples) · 2 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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Representation Learning with Contrastive Predictive Coding 10 Jul 2018 · 28 repositories · arXiv:1807.03748Syntology 35 ran (of which 21 constructed an object rather than computing a result; 30 with no instrument failure: 1 honoured, 0 violated, 29 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (of 45 harvested samples) · 22 pointer-only (licence)
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An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution 9 Jul 2018 · 24 repositories · arXiv:1807.03247Syntology 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)
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ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation 19 Mar 2018 · 8 repositories · arXiv:1803.06815Syntology 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)
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Squeeze-and-Excitation Networks 5 Sep 2017 · 85 repositories · arXiv:1709.01507Syntology 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) · 7 unverified (of 9 harvested samples) · 6 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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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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YOLO9000: Better, Faster, Stronger 25 Dec 2016 · 231 repositories · arXiv:1612.08242Syntology 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)
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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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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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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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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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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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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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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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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)
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You Only Look Once: Unified, Real-Time Object Detection 8 Jun 2015 · 144 repositories · arXiv:1506.02640Syntology 89 ran (of which 27 constructed an object rather than computing a result; 59 with no instrument failure: 4 honoured, 4 violated, 51 with no contract checked; 30 where Syntology's instrument failed) · 59 unverified (of 148 harvested samples) · 98 pointer-only (licence)
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Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification 6 Feb 2015 · 15 repositories · arXiv:1502.01852Syntology 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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Going Deeper with Convolutions 17 Sep 2014 · 83 repositories · arXiv:1409.4842Syntology community repositories only · 34 ran (of which 19 constructed an object rather than computing a result; 30 with no instrument failure: 0 honoured, 0 violated, 30 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (of 42 harvested samples) · 21 pointer-only (licence)
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Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 · 305 repositories · arXiv:1409.1556Syntology 81 ran (of which 0 constructed an object rather than computing a result; 71 with no instrument failure: 0 honoured, 0 violated, 71 with no contract checked; 10 where Syntology's instrument failed) · 41 unverified (of 122 harvested samples) · 8 pointer-only (licence)
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Visualizing and Understanding Convolutional Networks 12 Nov 2013 · 18 repositories · arXiv:1311.2901Syntology 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 3 pointer-only (licence)