Data Augmentation

MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ACL 2022 MEMO: Test Time Robustness via Adaptation and Augmentation NeurIPS 2022 Mixup regularization strategies for spoofing countermeasure system Interspeech 2022 Model-Based Image Signal Processors via Learnable Dictionaries AAAI 2022 NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency AAAI 2022 On the Calibration of Pre-trained Language Models using Mixup Guided by Area Under the Margin and Saliency ACL 2022 On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022 PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks AAAI 2022 Perturbation Augmentation for Fairer NLP EMNLP 2022 PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022 PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds NeurIPS 2022 PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022 Rakuten’s Participation in WAT 2022: Parallel Dataset Filtering by Leveraging Vocabulary Heterogeneity COLING 2022 RecursiveMix: Mixed Learning with History NeurIPS 2022 Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations AAAI 2022 Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022 Robust Optimization As Data Augmentation for Large-Scale Graphs CVPR 2022 Robust Scene Text Detection via Learnable Scene Transformations ACML 2022 S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning NeurIPS 2022 Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022 SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022 SelecMix: Debiased Learning by Contradicting-pair Sampling NeurIPS 2022 Separating Grains from the Chaff: Using Data Filtering to Improve Multilingual Translation for Low-Resourced African Languages EMNLP 2022 Set-based Meta-Interpolation for Few-Task Meta-Learning NeurIPS 2022 SimVQA: Exploring Simulated Environments for Visual Question Answering CVPR 2022