Data Augmentation

SPARTA at CASE 2021 Task 1: Evaluating Different Techniques to Improve Event Extraction EMNLP 2022 Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks EMNLP 2022 Tackling Low-Resourced Sign Language Translation: UPC at WMT-SLT 22 EMNLP 2022 Tailor: Generating and Perturbing Text with Semantic Controls ACL 2022 Target-Side Input Augmentation for Sequence to Sequence Generation ICLR 2022 TCS WITM 2022@FinSim4-ESG: Augmenting BERT with Linguistic and Semantic features for ESG data classification EMNLP 2022 The Effects of Regularization and Data Augmentation are Class Dependent NeurIPS 2022 TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers NeurIPS 2022 Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping Interspeech 2022 Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness NeurIPS 2022 VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022 What Makes Better Augmentation Strategies? Augment Difficult but Not too Different ICLR 2022 When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022 Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022 A Continuous Mapping For Augmentation Design NeurIPS 2021 Artificial Dummies for Urban Dataset Augmentation AAAI 2021 Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space ACML 2021 AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021 AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models EMNLP 2021 AutoDO: Robust AutoAugment for Biased Data With Label Noise via Scalable Probabilistic Implicit Differentiation CVPR 2021 AutoFlow: Learning a Better Training Set for Optical Flow CVPR 2021 Avoiding Overlap in Data Augmentation for AMR-to-Text Generation ACL 2021 “Be nice to your wife! The restaurants are closed”: Can Gender Stereotype Detection Improve Sexism Classification? EMNLP 2021 BME Submission for SIGMORPHON 2021 Shared Task 0. A Three Step Training Approach with Data Augmentation for Morphological Inflection ACL 2021 BulletTrain: Accelerating Robust Neural Network Training via Boundary Example Mining NeurIPS 2021