Data Augmentation

Generating Gender Augmented Data for NLP ACL 2021 Generating Scenarios with Diverse Pedestrian Behaviors for Autonomous Vehicle Testing CoRL 2021 Generative Semi-supervised Learning for Multivariate Time Series Imputation AAAI 2021 GigaSpeech: An Evolving, Multi-Domain ASR Corpus with 10,000 Hours of Transcribed Audio Interspeech 2021 giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration JMLR 2021 GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation EMNLP 2021 Good-Enough Example Extrapolation EMNLP 2021 GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021 Grounding inductive biases in natural images: invariance stems from variations in data NeurIPS 2021 Guideline Bias in Wizard-of-Oz Dialogues ACL 2021 HamiltonDinggg at SemEval-2021 Task 5: Investigating Toxic Span Detection using RoBERTa Pre-training SemEval 2021 Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization ICLR 2021 HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021 High Frequent In-domain Words Segmentation and Forward Translation for the WMT21 Biomedical Task EMNLP 2021 HintedBT: Augmenting Back-Translation with Quality and Transliteration Hints EMNLP 2021 How Data Augmentation affects Optimization for Linear Regression NeurIPS 2021 How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs? EMNLP 2021 How Does Data Augmentation Affect Privacy in Machine Learning? AAAI 2021 How Does Mixup Help With Robustness and Generalization? ICLR 2021 How May I Help You? Using Neural Text Simplification to Improve Downstream NLP Tasks EMNLP 2021 How to Save your Annotation Cost for Panoptic Segmentation? AAAI 2021 Human Perception in Natural Language Generation ACL 2021 HypMix: Hyperbolic Interpolative Data Augmentation EMNLP 2021 Identifiable Generative models for Missing Not at Random Data Imputation NeurIPS 2021 Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels ICLR 2021