Data Augmentation

Divide-and-Conquer Text Simplification by Scalable Data Enhancement EMNLP 2022 DMix: Adaptive Distance-aware Interpolative Mixup ACL 2022 Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022 Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NeurIPS 2022 EUREKA: EUphemism Recognition Enhanced through Knn-based methods and Augmentation EMNLP 2022 Exploring Geometric Consistency for Monocular 3D Object Detection CVPR 2022 FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification ACL 2022 GenCo: Generative Co-training for Generative Adversarial Networks with Limited Data AAAI 2022 Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022 Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022 Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022 Horses to Zebras: Ontology-Guided Data Augmentation and Synthesis for ICD-9 Coding ACL 2022 HW-TSC Translation Systems for the WMT22 Biomedical Translation Task EMNLP 2022 Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification AAAI 2022 Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation EMNLP 2022 Improving Chinese Grammatical Error Detection via Data augmentation by Conditional Error Generation ACL 2022 Improving Dialogue Act Recognition with Augmented Data EMNLP 2022 Improving Machine Translation Formality Control with Weakly-Labelled Data Augmentation and Post Editing Strategies ACL 2022 Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations NeurIPS 2022 In What Ways Are Deep Neural Networks Invariant and How Should We Measure This? NeurIPS 2022 It Takes Two to Tango: Mixup for Deep Metric Learning ICLR 2022 Learning to Generate Examples for Semantic Processing Tasks NAACL 2022 Learning with Limited Text Data ACL 2022 Logit Perturbation AAAI 2022 Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning ICLR 2022