Data Augmentation

On the Effects of Artificial Data Modification ICML 2022 On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022 On the Impact of Noises in Crowd-Sourced Data for Speech Translation ACL 2022 On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NeurIPS 2022 Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022 Ortho-Shot: Low Displacement Rank Regularization With Data Augmentation for Few-Shot Learning WACV 2022 OversampledML at SemEval-2022 Task 8: When multilingual news similarity met Zero-shot approaches SemEval 2022 Parallel Corpus Filtering for Japanese Text Simplification EMNLP 2022 ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms EMNLP 2022 ParaTag: A Dataset of Paraphrase Tagging for Fine-Grained Labels, NLG Evaluation, and Data Augmentation EMNLP 2022 ParaZh-22M: A Large-Scale Chinese Parabank via Machine Translation COLING 2022 Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training EMNLP 2022 PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks AAAI 2022 Perturbation Augmentation for Fairer NLP EMNLP 2022 PISA: PoIncaré Saliency-Aware Interpolative Augmentation Interspeech 2022 Pix2seq: A Language Modeling Framework for Object Detection ICLR 2022 PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022 Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions EMNLP 2022 Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations ICML 2022 pMCT: Patched Multi-Condition Training for Robust Speech Recognition Interspeech 2022 PM-MMUT: Boosted Phone-mask Data Augmentation using Multi-Modeling Unit Training for Phonetic-Reduction-Robust E2E Speech Recognition Interspeech 2022 PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds NeurIPS 2022 POTATO: The Portable Text Annotation Tool EMNLP 2022 Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers NAACL 2022 PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning ACL 2022