Methods › General › Activation Functions › Tanh Activation › Papers where code ran, page 3
Tanh Activation
Papers archive 2025-07-28
archive papers tagged: 6,333 · with a code link: 2,134 · where Syntology ran a sample: 386 (324 with a run with no instrument failure, 62 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (386 of 6,333 tagged: 324 with a run with no instrument failure, 62 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 3 of 4: papers 201 to 300 of the 386 tagged papers where Syntology ran at least one harvested sample (324 with a run with no instrument failure, 62 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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Distributional Reinforcement Learning for Energy-Based Sequential Models 18 Dec 2019 · 1 repository · arXiv:1912.08517Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples)
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BLiMP: The Benchmark of Linguistic Minimal Pairs for English 2 Dec 2019 · 4 repositories · arXiv:1912.00582Syntology 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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SGAS: Sequential Greedy Architecture Search 30 Nov 2019 · 1 repository · arXiv:1912.00195Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 4 pointer-only (licence)
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PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes 25 Nov 2019 · 3 repositories · arXiv:1911.10949Syntology 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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Meta-Learning of Neural Architectures for Few-Shot Learning 25 Nov 2019 · 2 repositories · arXiv:1911.11090Syntology 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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Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality 22 Nov 2019 · 1 repository · arXiv:1911.09879Syntology 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)
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Adversarial Examples Improve Image Recognition 21 Nov 2019 · 6 repositories · arXiv:1911.09665Syntology 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)
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ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring 21 Nov 2019 · 3 repositories · arXiv:1911.09785Syntology official: harvested, nothing 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) · 3 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching 11 Nov 2019 · 1 repository · arXiv:1911.04131Syntology 2 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; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Distilling Knowledge Learned in BERT for Text Generation 10 Nov 2019 · 2 repositories · arXiv:1911.03829Syntology 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)
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Hierarchical Contextualized Representation for Named Entity Recognition 6 Nov 2019 · 1 repository · arXiv:1911.02257Syntology 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) · 0 unverified (of 9 harvested samples)
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Word-level Textual Adversarial Attacking as Combinatorial Optimization 27 Oct 2019 · 1 repository · arXiv:1910.12196Syntology 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) · 1 unverified (of 2 harvested samples)
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Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram 25 Oct 2019 · 12 repositories · arXiv:1910.11480Syntology 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 20 harvested samples) · 1 pointer-only (licence)
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Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction 24 Oct 2019 · 1 repository · arXiv:1910.11030Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Dual-path RNN: efficient long sequence modeling for time-domain single-channel speech separation 14 Oct 2019 · 8 repositories · arXiv:1910.06379Syntology 19 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 1 honoured, 1 violated, 15 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 22 harvested samples)
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Stabilizing Transformers for Reinforcement Learning 13 Oct 2019 · 5 repositories · arXiv:1910.06764Syntology 3 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; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Interaction Relational Network for Mutual Action Recognition 11 Oct 2019 · 1 repository · arXiv:1910.04963Syntology 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)
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TorchBeast: A PyTorch Platform for Distributed RL 8 Oct 2019 · 3 repositories · arXiv:1910.03552Syntology official (archive's flag): 3 ran · 6 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; 4 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 3 pointer-only (licence)
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MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis 8 Oct 2019 · 21 repositories · arXiv:1910.06711Syntology official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Mapping Natural-language Problems to Formal-language Solutions Using Structured Neural Representations 5 Oct 2019 · 2 repositories · arXiv:1910.02339Syntology 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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Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLU 2 Oct 2019 · 1 repository · arXiv:1910.00912Syntology 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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RandAugment: Practical automated data augmentation with a reduced search space 30 Sep 2019 · 19 repositories · arXiv:1909.13719Syntology 58 ran (of which 1 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 51 where Syntology's instrument failed) · 7 unverified (of 65 harvested samples) · 17 pointer-only (licence)
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Structural Language Models of Code 30 Sep 2019 · 2 repositories · arXiv:1910.00577Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples)
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ReNAS:Relativistic Evaluation of Neural Architecture Search 30 Sep 2019 · 4 repositories · arXiv:1910.01523Syntology 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) · 2 unverified (of 6 harvested samples)
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High Fidelity Speech Synthesis with Adversarial Networks 25 Sep 2019 · 3 repositories · arXiv:1909.11646Syntology official (archive's flag): 1 ran · 3 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; 2 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 4 pointer-only (licence)
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UER: An Open-Source Toolkit for Pre-training Models 12 Sep 2019 · 2 repositories · arXiv:1909.05658Syntology 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) · 2 unverified (of 3 harvested samples)
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Semantics-aware BERT for Language Understanding 5 Sep 2019 · 1 repository · arXiv:1909.02209Syntology official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 3 pointer-only (licence)
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FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow 5 Sep 2019 · 2 repositories · arXiv:1909.02480Syntology 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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Encode, Tag, Realize: High-Precision Text Editing 3 Sep 2019 · 5 repositories · arXiv:1909.01187Syntology official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations 31 Aug 2019 · 2 repositories · arXiv:1909.00142Syntology 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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Mish: A Self Regularized Non-Monotonic Activation Function 23 Aug 2019 · 9 repositories · arXiv:1908.08681Syntology official (archive's flag): 6 ran · 9 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; 1 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples) · 1 pointer-only (licence)
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Restricted Recurrent Neural Networks 21 Aug 2019 · 1 repository · arXiv:1908.07724Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 4 unverified (of 9 harvested samples)
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SqueezeNAS: Fast neural architecture search for faster semantic segmentation 5 Aug 2019 · 1 repository · arXiv:1908.01748Syntology 5 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; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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AutoML: A Survey of the State-of-the-Art 2 Aug 2019 · 2 repositories · arXiv:1908.00709Syntology 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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Unsupervised Learning for Optical Flow Estimation Using Pyramid Convolution LSTM 26 Jul 2019 · 1 repository · arXiv:1907.11628Syntology official (archive's flag): 11 ran · 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) · 2 unverified (of 13 harvested samples) · 1 pointer-only (licence)
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ELI5: Long Form Question Answering 22 Jul 2019 · 3 repositories · arXiv:1907.09190Syntology official (archive's flag): 4 ran · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 4 pointer-only (licence)
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Towards Learning Universal, Regional, and Local Hydrological Behaviors via Machine-Learning Applied to Large-Sample Datasets 19 Jul 2019 · 1 repository · arXiv:1907.08456Syntology official (archive's flag): 13 ran · 13 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; 0 where Syntology's instrument failed) · 1 unverified (of 14 harvested samples)
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Learning to Speak Fluently in a Foreign Language: Multilingual Speech Synthesis and Cross-Language Voice Cloning 9 Jul 2019 · 4 repositories · arXiv:1907.04448Syntology 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) · 5 unverified (of 9 harvested samples) · 7 pointer-only (licence)
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VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly Detection 3 Jul 2019 · 1 repository · arXiv:1907.01702Syntology 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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Evolving Robust Neural Architectures to Defend from Adversarial Attacks 27 Jun 2019 · 1 repository · arXiv:1906.11667Syntology 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) · 1 unverified (of 2 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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Continual and Multi-Task Architecture Search 12 Jun 2019 · 1 repository · arXiv:1906.05226Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 12 harvested samples)
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NAS-FCOS: Fast Neural Architecture Search for Object Detection 11 Jun 2019 · 3 repositories · arXiv:1906.04423Syntology 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) · 1 pointer-only (licence)
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One-Shot Neural Architecture Search via Compressive Sensing 7 Jun 2019 · 1 repository · arXiv:1906.02869Syntology 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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Improving Robustness Without Sacrificing Accuracy with Patch Gaussian Augmentation 6 Jun 2019 · 2 repositories · arXiv:1906.02611Syntology 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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Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study 4 Jun 2019 · 1 repository · arXiv:1906.01603Syntology official (archive's flag): 11 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) · 13 pointer-only (licence)
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Discovering Neural Wirings 3 Jun 2019 · 4 repositories · arXiv:1906.00586Syntology official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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On Network Design Spaces for Visual Recognition 30 May 2019 · 6 repositories · arXiv:1905.13214Syntology 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 10 pointer-only (licence)
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EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 · 144 repositories · arXiv:1905.11946Syntology official: no sample here; runs from other or unrecorded repositories · 198 ran (of which 73 constructed an object rather than computing a result; 157 with no instrument failure: 26 honoured, 2 violated, 129 with no contract checked; 41 where Syntology's instrument failed) · 104 unverified (of 302 harvested samples) · 113 pointer-only (licence)
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Bivariate Beta-LSTM 25 May 2019 · 1 repository · arXiv:1905.10521Syntology 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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DIANet: Dense-and-Implicit Attention Network 25 May 2019 · 3 repositories · arXiv:1905.10671Syntology official (archive's flag): 5 ran · 8 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; 3 where Syntology's instrument failed) · 15 unverified (of 23 harvested samples) · 3 pointer-only (licence)
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Augmenting Data with Mixup for Sentence Classification: An Empirical Study 22 May 2019 · 3 repositories · arXiv:1905.08941Syntology 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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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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Recurrent Kalman Networks: Factorized Inference in High-Dimensional Deep Feature Spaces 17 May 2019 · 3 repositories · arXiv:1905.07357Syntology 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) · 0 unverified (of 6 harvested samples)
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POPQORN: Quantifying Robustness of Recurrent Neural Networks 17 May 2019 · 2 repositories · arXiv:1905.07387Syntology 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) · 2 pointer-only (licence)
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AutoDispNet: Improving Disparity Estimation With AutoML 17 May 2019 · 1 repository · arXiv:1905.07443Syntology 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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Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules 14 May 2019 · 3 repositories · arXiv:1905.05393Syntology official (archive's flag): 11 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) · 7 unverified (of 18 harvested samples) · 18 pointer-only (licence)
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Fast AutoAugment 1 May 2019 · 11 repositories · arXiv:1905.00397Syntology official (archive's flag): 9 ran · 37 ran (of which 2 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 16 where Syntology's instrument failed) · 3 unverified (of 40 harvested samples) · 7 pointer-only (licence)
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D-VAE: A Variational Autoencoder for Directed Acyclic Graphs 24 Apr 2019 · 2 repositories · arXiv:1904.11088Syntology official (archive's flag): 5 ran · 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) · 3 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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GraphNAS: Graph Neural Architecture Search with Reinforcement Learning 22 Apr 2019 · 1 repository · arXiv:1904.09981Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples)
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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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CycleGAN-VC2: Improved CycleGAN-based Non-parallel Voice Conversion 9 Apr 2019 · 6 repositories · arXiv:1904.04631Syntology 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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Publicly Available Clinical BERT Embeddings 6 Apr 2019 · 3 repositories · arXiv:1904.03323Syntology official (archive's flag): 1 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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Gender Bias in Contextualized Word Embeddings 5 Apr 2019 · 2 repositories · arXiv:1904.03310Syntology 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) · 2 unverified (of 12 harvested samples)
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Single Path One-Shot Neural Architecture Search with Uniform Sampling 31 Mar 2019 · 6 repositories · arXiv:1904.00420Syntology 5 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; 0 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Distilling Task-Specific Knowledge from BERT into Simple Neural Networks 28 Mar 2019 · 4 repositories · arXiv:1903.12136Syntology 9 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples)
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Neural Speed Reading with Structural-Jump-LSTM 20 Mar 2019 · 1 repository · arXiv:1904.00761Syntology 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, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models 15 Mar 2019 · 1 repository · arXiv:1903.06620Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
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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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Neural Language Models as Psycholinguistic Subjects: Representations of Syntactic State 8 Mar 2019 · 2 repositories · arXiv:1903.03260Syntology official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory Prediction 7 Mar 2019 · 1 repository · arXiv:1903.02793Syntology 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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NAS-Bench-101: Towards Reproducible Neural Architecture Search 25 Feb 2019 · 4 repositories · arXiv:1902.09635Syntology 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) · 1 unverified (of 10 harvested samples)
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MultiGrain: a unified image embedding for classes and instances 14 Feb 2019 · 3 repositories · arXiv:1902.05509Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization 4 Feb 2019 · 5 repositories · arXiv:1902.01069Syntology official (archive's flag): 3 ran · 21 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 2 violated, 1 with no contract checked; 16 where Syntology's instrument failed) · 15 unverified (of 36 harvested samples) · 33 pointer-only (licence)
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GCN-GAN: A Non-linear Temporal Link Prediction Model for Weighted Dynamic Networks 26 Jan 2019 · 1 repository · arXiv:1901.09165Syntology 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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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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Towards Non-saturating Recurrent Units for Modelling Long-term Dependencies 22 Jan 2019 · 2 repositories · arXiv:1902.06704Syntology official (archive's flag): 5 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) · 1 unverified (of 9 harvested samples)
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EAT-NAS: Elastic Architecture Transfer for Accelerating Large-scale Neural Architecture Search 17 Jan 2019 · 1 repository · arXiv:1901.05884Syntology 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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Passage Re-ranking with BERT 13 Jan 2019 · 6 repositories · arXiv:1901.04085Syntology official (archive's flag): 11 ran · 11 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; 2 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples) · 2 pointer-only (licence)
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Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation 10 Jan 2019 · 12 repositories · arXiv:1901.02985Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 1 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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Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond 26 Dec 2018 · 13 repositories · arXiv:1812.10464Syntology community repositories only · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 4 pointer-only (licence)
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Summarizing Videos with Attention 5 Dec 2018 · 5 repositories · arXiv:1812.01969Syntology official (archive's flag): 11 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 15 harvested samples)
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Neural Abstractive Text Summarization with Sequence-to-Sequence Models 5 Dec 2018 · 5 repositories · arXiv:1812.02303Syntology 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) · 1 unverified (of 2 harvested samples)
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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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Joint Monocular 3D Vehicle Detection and Tracking 26 Nov 2018 · 1 repository · arXiv:1811.10742Syntology 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) · 0 unverified (of 3 harvested samples)
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Augmenting Neural Response Generation with Context-Aware Topical Attention 2 Nov 2018 · 1 repository · arXiv:1811.01063Syntology official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 9 unverified (of 14 harvested samples)
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Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks 22 Oct 2018 · 7 repositories · arXiv:1810.09536Syntology official (archive's flag): 2 ran · 11 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; 2 where Syntology's instrument failed) · 1 unverified (of 12 harvested samples) · 2 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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UKP-Athene: Multi-Sentence Textual Entailment for Claim Verification 3 Sep 2018 · 1 repository · arXiv:1809.01479Syntology 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) · 3 unverified (of 10 harvested samples)
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Targeted Syntactic Evaluation of Language Models 27 Aug 2018 · 5 repositories · arXiv:1808.09031Syntology 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) · 1 unverified (of 4 harvested samples)
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Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence Model 23 Aug 2018 · 1 repository · arXiv:1808.07624Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Large Scale Language Modeling: Converging on 40GB of Text in Four Hours 3 Aug 2018 · 1 repository · arXiv:1808.01371Syntology 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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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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Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search 18 Jul 2018 · 3 repositories · arXiv:1807.06906Syntology 7 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; 2 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 2 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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Deep Reinforcement Learning For Sequence to Sequence Models 24 May 2018 · 3 repositories · arXiv:1805.09461Syntology official (archive's flag): 12 ran · 16 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; 1 where Syntology's instrument failed) · 1 unverified (of 17 harvested samples) · 2 pointer-only (licence)
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AutoAugment: Learning Augmentation Policies from Data 24 May 2018 · 33 repositories · arXiv:1805.09501Syntology community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 2 violated, 20 with no contract checked; 3 where Syntology's instrument failed) · 18 unverified (of 43 harvested samples) · 4 pointer-only (licence)
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Breaking the Activation Function Bottleneck through Adaptive Parameterization 22 May 2018 · 1 repository · arXiv:1805.08574Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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Faster Neural Network Training with Approximate Tensor Operations 21 May 2018 · 1 repository · arXiv:1805.08079Syntology official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 5 unverified (of 9 harvested samples)