Data Augmentation

Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation EMNLP 2022 Prediction Difference Regularization against Perturbation for Neural Machine Translation ACL 2022 Primitive3D: 3D Object Dataset Synthesis From Randomly Assembled Primitives CVPR 2022 Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt ICML 2022 PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022 Privacy for Free: How does Dataset Condensation Help Privacy? ICML 2022 Probabilistic spatial transformer networks UAI 2022 PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022 Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images ICML 2022 Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task SemEval 2022 QUAK: A Synthetic Quality Estimation Dataset for Korean-English Neural Machine Translation COLING 2022 Rakuten’s Participation in WAT 2022: Parallel Dataset Filtering by Leveraging Vocabulary Heterogeneity COLING 2022 RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression ICML 2022 R-AT: Regularized Adversarial Training for Natural Language Understanding EMNLP 2022 RCT: Random consistency training for semi-supervised sound event detection Interspeech 2022 Realistic Data Augmentation Framework for Enhancing Tabular Reasoning EMNLP 2022 RecursiveMix: Mixed Learning with History NeurIPS 2022 Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations AAAI 2022 REMOTE: Reinforced Motion Transformation Network for Semi-supervised 2D Pose Estimation in Videos AAAI 2022 Replacing Labeled Real-Image Datasets With Auto-Generated Contours CVPR 2022 Rethinking Data Augmentation in Text-to-text Paradigm COLING 2022 Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance With Expanded Views CVPR 2022 Retrieval Based Response Letter Generation For a Customer Care Setting NAACL 2022 Retrieval Data Augmentation Informed by Downstream Question Answering Performance ACL 2022 Retrieval-guided Counterfactual Generation for QA ACL 2022