Data Augmentation

Regularization via Structural Label Smoothing AISTATS 2020 Reinforcement Learning with Augmented Data NeurIPS 2020 Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation EMNLP 2020 ReMixMatch: Semi-Supervised Learning with Distribution Matching and Augmentation Anchoring ICLR 2020 Representations of Syntax [MASK] Useful: Effects of Constituency and Dependency Structure in Recursive LSTMs ACL 2020 Resisting Large Data Variations via Introspective Transformation Network WACV 2020 Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy CVPR 2020 Rethinking Pre-training and Self-training NeurIPS 2020 Re-translation versus Streaming for Simultaneous Translation ACL 2020 Review-based Question Generation with Adaptive Instance Transfer and Augmentation ACL 2020 RGCL at SemEval-2020 Task 6: Neural Approaches to DefinitionExtraction SemEval 2020 RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling EMNLP 2020 Robust Face Detection via Learning Small Faces on Hard Images WACV 2020 Robustness to Programmable String Transformations via Augmented Abstract Training ICML 2020 Robust Prediction of Punctuation and Truecasing for Medical ASR ACL 2020 Ruler: Data Programming by Demonstration for Document Labeling EMNLP 2020 SCADA: Stochastic, Consistent and Adversarial Data Augmentation to Improve ASR Interspeech 2020 ScopeFlow: Dynamic Scene Scoping for Optical Flow CVPR 2020 Searching to Exploit Memorization Effect in Learning with Noisy Labels ICML 2020 Selecting Backtranslated Data from Multiple Sources for Improved Neural Machine Translation ACL 2020 SelectScale: Mining More Patterns from Images via Selective and Soft Dropout IJCAI 2020 SELF: Learning to Filter Noisy Labels with Self-Ensembling ICLR 2020 Semantic Diversity for Natural Language Understanding Evaluation in Dialog Systems COLING 2020 Semi-Supervised Learning with Data Augmentation for End-to-End ASR Interspeech 2020 SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup EMNLP 2020