Methods › General › Regularization › Dropout › Papers, page 182
Dropout
Papers archive 2025-07-28
archive papers tagged: 27,472 · with a code link: 12,129 · where Syntology ran a sample: 3,620 (3,044 with a run with no instrument failure, 576 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (3,620 of 27,472 tagged: 3,044 with a run with no instrument failure, 576 where every run was a failure of Syntology's instrument)
Page 182 of 275: papers 18,101 to 18,200 of 27,472, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Stable Optimization for Large Vision Model Based Deep Image Prior in Cone-Beam CT Reconstruction 23 Mar 2022 · 0 repositories · arXiv:2203.12476
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Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation 23 Mar 2022 · 1 repository · arXiv:2203.12709Syntology 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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ERNIE-SPARSE: Learning Hierarchical Efficient Transformer Through Regularized Self-Attention 23 Mar 2022 · 0 repositories · arXiv:2203.12276
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Input-specific Attention Subnetworks for Adversarial Detection 23 Mar 2022 · 0 repositories · arXiv:2203.12298Syntology 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) · 3 pointer-only (licence)
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Mokey: Enabling Narrow Fixed-Point Inference for Out-of-the-Box Floating-Point Transformer Models 23 Mar 2022 · 0 repositories · arXiv:2203.12758
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Pathways: Asynchronous Distributed Dataflow for ML 23 Mar 2022 · 0 repositories · arXiv:2203.12533
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Training-free Transformer Architecture Search 23 Mar 2022 · 1 repository · arXiv:2203.12217Syntology 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions 23 Mar 2022 · 2 repositories · arXiv:2203.12616
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Visual Prompt Tuning 23 Mar 2022 · 6 repositories · arXiv:2203.12119Syntology official: no sample here; runs from other or unrecorded repositories · 18 ran (of which 12 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 1 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 9 unverified (of 27 harvested samples) · 15 pointer-only (licence)
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A Computational Approach to Understand Mental Health from Reddit: Knowledge-aware Multitask Learning Framework 22 Mar 2022 · 0 repositories · arXiv:2203.11856
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Are You Misinformed? A Study of Covid-Related Fake News in Bengali on Facebook 22 Mar 2022 · 0 repositories · arXiv:2203.11669
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Scalable Video Object Segmentation with Identification Mechanism 22 Mar 2022 · 2 repositories · arXiv:2203.11442
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BERT-ASC: Auxiliary-Sentence Construction for Implicit Aspect Learning in Sentiment Analysis 22 Mar 2022 · 1 repository · arXiv:2203.11702Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Clustering units in neural networks: upstream vs downstream information 22 Mar 2022 · 1 repository · arXiv:2203.11815Syntology 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) · 2 unverified (of 15 harvested samples)
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Factual Consistency of Multilingual Pretrained Language Models 22 Mar 2022 · 1 repository · arXiv:2203.11552
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PaCa-ViT: Learning Patch-to-Cluster Attention in Vision Transformers 22 Mar 2022 · 1 repository · arXiv:2203.11987Syntology 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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MetaMorph: Learning Universal Controllers with Transformers 22 Mar 2022 · 3 repositories · arXiv:2203.11931Syntology community repositories only · 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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Multi-Modal Learning for AU Detection Based on Multi-Head Fused Transformers 22 Mar 2022 · 0 repositories · arXiv:2203.11441
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Open-Vocabulary DETR with Conditional Matching 22 Mar 2022 · 4 repositories · arXiv:2203.11876Syntology official (archive's flag): 3 ran · 6 ran (of which 2 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) · 2 unverified (of 8 harvested samples) · 4 pointer-only (licence)
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Pseudo Label Is Better Than Human Label 22 Mar 2022 · 0 repositories · arXiv:2203.12668
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Self-supervision through Random Segments with Autoregressive Coding (RandSAC) 22 Mar 2022 · 0 repositories · arXiv:2203.12054
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SPRITE: A Scalable Privacy-Preserving and Verifiable Collaborative Learning for Industrial IoT 22 Mar 2022 · 0 repositories · arXiv:2203.11914
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Transformer based ensemble for emotion detection 22 Mar 2022 · 0 repositories · arXiv:2203.11899
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Under the Hood of Transformer Networks for Trajectory Forecasting 22 Mar 2022 · 0 repositories · arXiv:2203.11878
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A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots 21 Mar 2022 · 1 repository · arXiv:2203.10759
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An Intellectual Property Entity Recognition Method Based on Transformer and Technological Word Information 21 Mar 2022 · 0 repositories · arXiv:2203.10717
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AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization 21 Mar 2022 · 0 repositories · arXiv:2203.10945
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Compression of Generative Pre-trained Language Models via Quantization 21 Mar 2022 · 0 repositories · arXiv:2203.10705
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DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization 21 Mar 2022 · 2 repositories · arXiv:2203.11239Syntology 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) · 4 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection 21 Mar 2022 · 0 repositories · arXiv:2203.10785
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HIBRIDS: Attention with Hierarchical Biases for Structure-aware Long Document Summarization 21 Mar 2022 · 0 repositories · arXiv:2203.10741
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Masked Discrimination for Self-Supervised Learning on Point Clouds 21 Mar 2022 · 2 repositories · arXiv:2203.11183Syntology 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, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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MonoDTR: Monocular 3D Object Detection with Depth-Aware Transformer 21 Mar 2022 · 1 repository · arXiv:2203.10981Syntology official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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Neural Token Segmentation for High Token-Internal Complexity 21 Mar 2022 · 0 repositories · arXiv:2203.10845
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Overcoming Oscillations in Quantization-Aware Training 21 Mar 2022 · 1 repository · arXiv:2203.11086Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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ScalableViT: Rethinking the Context-oriented Generalization of Vision Transformer 21 Mar 2022 · 2 repositories · arXiv:2203.10790Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Semantic Similarity Computing for Scientific Academic Conferences fused with domain features 21 Mar 2022 · 0 repositories · arXiv:2203.12593
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Towards Explainable Evaluation Metrics for Natural Language Generation 21 Mar 2022 · 1 repository · arXiv:2203.11131
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Build a Robust QA System with Transformer-based Mixture of Experts 20 Mar 2022 · 1 repository · arXiv:2204.09598
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Cluster & Tune: Boost Cold Start Performance in Text Classification 20 Mar 2022 · 1 repository · arXiv:2203.10581Syntology official: harvested, nothing ran · 0 ran · 3 unverified (of 3 harvested samples)
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Delta Keyword Transformer: Bringing Transformers to the Edge through Dynamically Pruned Multi-Head Self-Attention 20 Mar 2022 · 0 repositories · arXiv:2204.03479
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ECAPA-TDNN for Multi-speaker Text-to-speech Synthesis 20 Mar 2022 · 1 repository · arXiv:2203.10473
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End-to-End Video Text Spotting with Transformer 20 Mar 2022 · 1 repository · arXiv:2203.10539
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g2pW: A Conditional Weighted Softmax BERT for Polyphone Disambiguation in Mandarin 20 Mar 2022 · 1 repository · arXiv:2203.10430
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How does the pre-training objective affect what large language models learn about linguistic properties? 20 Mar 2022 · 1 repository · arXiv:2203.10415
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Iwin: Human-Object Interaction Detection via Transformer with Irregular Windows 20 Mar 2022 · 0 repositories · arXiv:2203.10537
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Towards Clinical Practice: Design and Implementation of Convolutional Neural Network-Based Assistive Diagnosis System for COVID-19 Case Detection from Chest X-Ray Images 20 Mar 2022 · 0 repositories · arXiv:2203.10596
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Transform your Smartphone into a DSLR Camera: Learning the ISP in the Wild 20 Mar 2022 · 0 repositories · arXiv:2203.10636
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Unsupervised Domain Adaptation for Nighttime Aerial Tracking 20 Mar 2022 · 2 repositories · arXiv:2203.10541Syntology official (archive's flag): 9 ran · 9 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; 4 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples) · 3 pointer-only (licence)
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V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer 20 Mar 2022 · 1 repository · arXiv:2203.10638Syntology 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) · 0 unverified (of 3 harvested samples)
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Vision Transformer with Convolutions Architecture Search 20 Mar 2022 · 0 repositories · arXiv:2203.10435
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Dependency-based Mixture Language Models 19 Mar 2022 · 1 repository · arXiv:2203.10256Syntology 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) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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HIPA: Hierarchical Patch Transformer for Single Image Super Resolution 19 Mar 2022 · 0 repositories · arXiv:2203.10247
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Learning-by-Narrating: Narrative Pre-Training for Zero-Shot Dialogue Comprehension 19 Mar 2022 · 1 repository · arXiv:2203.10249
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Multi-Domain Multi-Definition Landmark Localization for Small Datasets 19 Mar 2022 · 0 repositories · arXiv:2203.10358
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Occlusion-Aware Self-Supervised Monocular 6D Object Pose Estimation 19 Mar 2022 · 1 repository · arXiv:2203.10339
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Perturbations in the Wild: Leveraging Human-Written Text Perturbations for Realistic Adversarial Attack and Defense 19 Mar 2022 · 1 repository · arXiv:2203.10346Syntology 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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Sequence-to-Sequence Knowledge Graph Completion and Question Answering 19 Mar 2022 · 1 repository · arXiv:2203.10321Syntology 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) · 1 unverified (of 6 harvested samples)
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Voxel Set Transformer: A Set-to-Set Approach to 3D Object Detection from Point Clouds 19 Mar 2022 · 1 repository · arXiv:2203.10314Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
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AlignTransformer: Hierarchical Alignment of Visual Regions and Disease Tags for Medical Report Generation 18 Mar 2022 · 0 repositories · arXiv:2203.10095
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Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators 18 Mar 2022 · 0 repositories · arXiv:2203.09813
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Local-Global Context Aware Transformer for Language-Guided Video Segmentation 18 Mar 2022 · 1 repository · arXiv:2203.09773Syntology 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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M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code Summarization 18 Mar 2022 · 1 repository · arXiv:2203.09707
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Cascade Transformers for End-to-End Person Search 17 Mar 2022 · 1 repository · arXiv:2203.09642
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Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models 17 Mar 2022 · 1 repository · arXiv:2203.09397Syntology official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists 17 Mar 2022 · 1 repository · arXiv:2203.09192Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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Fine- and Coarse-Granularity Hybrid Self-Attention for Efficient BERT 17 Mar 2022 · 1 repository · arXiv:2203.09055
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HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information 17 Mar 2022 · 0 repositories · arXiv:2203.09629
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Look Outside the Room: Synthesizing A Consistent Long-Term 3D Scene Video from A Single Image 17 Mar 2022 · 1 repository · arXiv:2203.09457Syntology 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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Multilingual Detection of Personal Employment Status on Twitter 17 Mar 2022 · 1 repository · arXiv:2203.09178
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ODE Transformer: An Ordinary Differential Equation-Inspired Model for Sequence Generation 17 Mar 2022 · 1 repository · arXiv:2203.09176Syntology official (archive's flag): 3 ran · 3 ran (of which 3 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; 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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On Vision Features in Multimodal Machine Translation 17 Mar 2022 · 2 repositories · arXiv:2203.09173Syntology official (archive's flag): 2 ran · 2 ran (of which 1 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) · 1 unverified (of 3 harvested samples)
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PLANET: Dynamic Content Planning in Autoregressive Transformers for Long-form Text Generation 17 Mar 2022 · 0 repositories · arXiv:2203.09100
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PreTR: Spatio-Temporal Non-Autoregressive Trajectory Prediction Transformer 17 Mar 2022 · 0 repositories · arXiv:2203.09293
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Semantic-aligned Fusion Transformer for One-shot Object Detection 17 Mar 2022 · 0 repositories · arXiv:2203.09093
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SepTr: Separable Transformer for Audio Spectrogram Processing 17 Mar 2022 · 1 repository · arXiv:2203.09581
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Transframer: Arbitrary Frame Prediction with Generative Models 17 Mar 2022 · 0 repositories · arXiv:2203.09494
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UNIMO-2: End-to-End Unified Vision-Language Grounded Learning 17 Mar 2022 · 1 repository · arXiv:2203.09067
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A Squeeze-and-Excitation and Transformer based Cross-task System for Environmental Sound Recognition 16 Mar 2022 · 0 repositories · arXiv:2203.08350
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AdapLeR: Speeding up Inference by Adaptive Length Reduction 16 Mar 2022 · 1 repository · arXiv:2203.08991
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DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation 16 Mar 2022 · 1 repository · arXiv:2203.08713Syntology 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) · 2 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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KinyaBERT: a Morphology-aware Kinyarwanda Language Model 16 Mar 2022 · 1 repository · arXiv:2203.08459Syntology official (archive's flag): 6 ran · 6 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; 4 where Syntology's instrument failed) · 6 unverified (of 12 harvested samples)
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Label Semantics for Few Shot Named Entity Recognition 16 Mar 2022 · 1 repository · arXiv:2203.08985
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Weak Augmentation Guided Relational Self-Supervised Learning 16 Mar 2022 · 1 repository · arXiv:2203.08717Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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The Devil Is in the Details: Window-based Attention for Image Compression 16 Mar 2022 · 2 repositories · arXiv:2203.08450Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 15 harvested samples) · 11 pointer-only (licence)
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Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again 16 Mar 2022 · 1 repository · arXiv:2203.08410
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Towards Practical Certifiable Patch Defense with Vision Transformer 16 Mar 2022 · 0 repositories · arXiv:2203.08519
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Unsupervised Semantic Segmentation by Distilling Feature Correspondences 16 Mar 2022 · 3 repositories · arXiv:2203.08414Syntology official (archive's flag): 3 ran · 11 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; 4 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 1 pointer-only (licence)
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WegFormer: Transformers for Weakly Supervised Semantic Segmentation 16 Mar 2022 · 0 repositories · arXiv:2203.08421
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ActFormer: A GAN-based Transformer towards General Action-Conditioned 3D Human Motion Generation 15 Mar 2022 · 0 repositories · arXiv:2203.07706
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Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation 15 Mar 2022 · 1 repository · arXiv:2203.07687
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Data Contamination: From Memorization to Exploitation 15 Mar 2022 · 1 repository · arXiv:2203.08242Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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Do BERTs Learn to Use Browser User Interface? Exploring Multi-Step Tasks with Unified Vision-and-Language BERTs 15 Mar 2022 · 1 repository · arXiv:2203.07828Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Do Language Models Plagiarize? 15 Mar 2022 · 1 repository · arXiv:2203.07618
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Efficient Long Sequence Encoding via Synchronization 15 Mar 2022 · 0 repositories · arXiv:2203.07644
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Fast Autofocusing using Tiny Transformer Networks for Digital Holographic Microscopy 15 Mar 2022 · 1 repository · arXiv:2203.07772
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Generating Privacy-Preserving Process Data with Deep Generative Models 15 Mar 2022 · 0 repositories · arXiv:2203.07949
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HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction 15 Mar 2022 · 2 repositories · arXiv:2203.08213Syntology 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) · 0 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost 15 Mar 2022 · 1 repository · arXiv:2203.07860Syntology official (archive's flag): 2 ran · 6 ran (of which 3 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 2 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding 15 Mar 2022 · 1 repository · arXiv:2203.07997Syntology 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) · 2 unverified (of 4 harvested samples) · 1 pointer-only (licence)