Methods › General › Regularization › Label Smoothing › Papers where code ran, page 23
Label Smoothing
Papers archive 2025-07-28
archive papers tagged: 14,327 · with a code link: 6,651 · where Syntology ran a sample: 2,259 (1,920 with a run with no instrument failure, 339 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (2,259 of 14,327 tagged: 1,920 with a run with no instrument failure, 339 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 23 of 23: papers 2,201 to 2,259 of the 2,259 tagged papers where Syntology ran at least one harvested sample (1,920 with a run with no instrument failure, 339 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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VisualBERT: A Simple and Performant Baseline for Vision and Language 9 Aug 2019 · 10 repositories · arXiv:1908.03557Syntology 4 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; 2 where Syntology's instrument failed) · 5 unverified (of 9 harvested samples) · 6 pointer-only (licence)
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ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 6 Aug 2019 · 11 repositories · arXiv:1908.02265Syntology 10 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 24 unverified (of 34 harvested samples) · 34 pointer-only (licence)
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Image-and-Spatial Transformer Networks for Structure-Guided Image Registration 22 Jul 2019 · 1 repository · arXiv:1907.09200Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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Incremental Transformer with Deliberation Decoder for Document Grounded Conversations 20 Jul 2019 · 2 repositories · arXiv:1907.08854Syntology official (archive's flag): 1 ran · 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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Facebook FAIR's WMT19 News Translation Task Submission 15 Jul 2019 · 5 repositories · arXiv:1907.06616Syntology 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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R-Transformer: Recurrent Neural Network Enhanced Transformer 12 Jul 2019 · 2 repositories · arXiv:1907.05572Syntology 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) · 2 pointer-only (licence)
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Large Memory Layers with Product Keys 10 Jul 2019 · 7 repositories · arXiv:1907.05242Syntology community repositories only · 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) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems 2 Jul 2019 · 1 repository · arXiv:1907.01166Syntology 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) · 1 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation 22 Jun 2019 · 2 repositories · arXiv:1906.09444Syntology official (archive's flag): 5 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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Scheduled Sampling for Transformers 18 Jun 2019 · 1 repository · arXiv:1906.07651Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Image Captioning: Transforming Objects into Words 14 Jun 2019 · 4 repositories · arXiv:1906.05963Syntology official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 3 pointer-only (licence)
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Neural Arabic Question Answering 12 Jun 2019 · 1 repository · arXiv:1906.05394Syntology official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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A Multiscale Visualization of Attention in the Transformer Model 12 Jun 2019 · 3 repositories · arXiv:1906.05714Syntology 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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When Does Label Smoothing Help? 6 Jun 2019 · 4 repositories · arXiv:1906.02629Syntology 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) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View 6 Jun 2019 · 2 repositories · arXiv:1906.02762Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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Syntactically Supervised Transformers for Faster Neural Machine Translation 6 Jun 2019 · 1 repository · arXiv:1906.02780Syntology official (archive's flag): 6 ran · 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) · 1 unverified (of 7 harvested samples)
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Learning Deep Transformer Models for Machine Translation 5 Jun 2019 · 2 repositories · arXiv:1906.01787Syntology official (archive's flag): 3 ran · 3 ran (of which 3 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; every one of the 3 samples that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
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Multimodal Transformer for Unaligned Multimodal Language Sequences 1 Jun 2019 · 4 repositories · arXiv:1906.00295Syntology official (archive's flag): 2 ran · 8 ran (of which 3 constructed an object rather than computing a result; 5 with no instrument failure: 3 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 17 harvested samples) · 10 pointer-only (licence)
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Sequence Modeling of Temporal Credit Assignment for Episodic Reinforcement Learning 31 May 2019 · 1 repository · arXiv:1905.13420Syntology 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Hierarchical Transformers for Multi-Document Summarization 30 May 2019 · 1 repository · arXiv:1905.13164Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Path-Augmented Graph Transformer Network 29 May 2019 · 2 repositories · arXiv:1905.12712Syntology official (archive's flag): 6 ran · 8 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; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
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FastSpeech: Fast, Robust and Controllable Text to Speech 22 May 2019 · 22 repositories · arXiv:1905.09263Syntology 10 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; 3 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 3 pointer-only (licence)
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Behavior Sequence Transformer for E-commerce Recommendation in Alibaba 15 May 2019 · 9 repositories · arXiv:1905.06874Syntology 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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Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation 14 May 2019 · 4 repositories · arXiv:1905.05621Syntology community repositories only · 3 ran (of which 2 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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AutoAssist: A Framework to Accelerate Training of Deep Neural Networks 8 May 2019 · 1 repository · arXiv:1905.03381Syntology 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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Transformers with convolutional context for ASR 26 Apr 2019 · 4 repositories · arXiv:1904.11660Syntology 8 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; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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Language Models with Transformers 20 Apr 2019 · 1 repository · arXiv:1904.09408Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Mask-Predict: Parallel Decoding of Conditional Masked Language Models 19 Apr 2019 · 2 repositories · arXiv:1904.09324Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution 10 Apr 2019 · 28 repositories · arXiv:1904.05049Syntology community repositories only · 24 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 13 where Syntology's instrument failed) · 10 unverified (of 34 harvested samples) · 9 pointer-only (licence)
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Exploring Randomly Wired Neural Networks for Image Recognition 2 Apr 2019 · 9 repositories · arXiv:1904.01569Syntology 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) · 21 unverified (of 31 harvested samples) · 1 pointer-only (licence)
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Regional Homogeneity: Towards Learning Transferable Universal Adversarial Perturbations Against Defenses 1 Apr 2019 · 1 repository · arXiv:1904.00979Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Fine-tune BERT for Extractive Summarization 25 Mar 2019 · 12 repositories · arXiv:1903.10318Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Communication-efficient distributed SGD with Sketching 12 Mar 2019 · 2 repositories · arXiv:1903.04488Syntology 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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Parameter-Efficient Transfer Learning for NLP 2 Feb 2019 · 17 repositories · arXiv:1902.00751Syntology official: harvested, nothing ran · 14 ran (of which 3 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 22 harvested samples) · 3 pointer-only (licence)
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Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 · 7 repositories · arXiv:1901.11504Syntology community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 4 pointer-only (licence)
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TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents 23 Jan 2019 · 23 repositories · arXiv:1901.08149Syntology 18 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (of 26 harvested samples) · 7 pointer-only (licence)
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Bag of Tricks for Image Classification with Convolutional Neural Networks 4 Dec 2018 · 28 repositories · arXiv:1812.01187Syntology 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)
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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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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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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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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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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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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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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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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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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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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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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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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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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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Improved Techniques for Training GANs 10 Jun 2016 · 46 repositories · arXiv:1606.03498Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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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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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)