Data Augmentation

A Contrastive Cross-Channel Data Augmentation Framework for Aspect-Based Sentiment Analysis COLING 2022 AdaAug: Learning Class- and Instance-adaptive Data Augmentation Policies ICLR 2022 A Data-Augmentation Is Worth A Thousand Samples: Analytical Moments And Sampling-Free Training NeurIPS 2022 A Data Cartography based MixUp for Pre-trained Language Models NAACL 2022 Addressing Limitations of Encoder-Decoder Based Approach to Text-to-SQL COLING 2022 Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation ACL 2022 AdMix: A Mixed Sample Data Augmentation Method for Neural Machine Translation IJCAI 2022 Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach NeurIPS 2022 Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-trained Transformers AAAI 2022 Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning AAAI 2022 Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization ICML 2022 Adversarial Text Normalization NAACL 2022 A Fine-Grained Analysis on Distribution Shift ICLR 2022 A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection NAACL 2022 A Fusion-Denoising Attack on InstaHide with Data Augmentation AAAI 2022 AI Assisted Data Labeling with Interactive Auto Label AAAI 2022 AIM: An Auto-Augmenter for Images and Meshes CVPR 2022 AlignMixup: Improving Representations by Interpolating Aligned Features CVPR 2022 ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022 AMR-DA: Data Augmentation by Abstract Meaning Representation ACL 2022 Amrita_CEN at SemEval-2022 Task 4: Oversampling-based Machine Learning Approach for Detecting Patronizing and Condescending Language SemEval 2022 Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling SemEval 2022 Amsqr at SemEval-2022 Task 4: Towards AutoNLP via Meta-Learning and Adversarial Data Augmentation for PCL Detection SemEval 2022 A Multi-grained based Attention Network for Semi-supervised Sound Event Detection Interspeech 2022 A Multimodal Strategy for Singing Language Identification Interspeech 2022