Data Augmentation

Trafilatura: A Web Scraping Library and Command-Line Tool for Text Discovery and Extraction ACL 2021 Training Data Augmentation for Code-Mixed Translation NAACL 2021 Training Dynamic based data filtering may not work for NLP datasets EMNLP 2021 Training GANs with Stronger Augmentations via Contrastive Discriminator ICLR 2021 Transfer Learning and Data Augmentation Techniques to the COVID-19 Identification Tasks in ComParE 2021 Interspeech 2021 TrivialAugment: Tuning-Free Yet State-of-the-Art Data Augmentation ICCV 2021 Two Birds with One Stone: Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting IJCAI 2021 Two-stage Training for Learning from Label Proportions IJCAI 2021 Uncertainty Quantification and Deep Ensembles NeurIPS 2021 UniDrop: A Simple yet Effective Technique to Improve Transformer without Extra Cost NAACL 2021 Unlearnable Examples: Making Personal Data Unexploitable ICLR 2021 Unleash GPT-2 Power for Event Detection ACL 2021 Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data EMNLP 2021 UoB at ProfNER 2021: Data Augmentation for Classification Using Machine Translation NAACL 2021 User-Initiated Repetition-Based Recovery in Multi-Utterance Dialogue Systems Interspeech 2021 UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP ACL 2021 Validating Label Consistency in NER Data Annotation EMNLP 2021 Variational Feature Disentangling for Fine-Grained Few-Shot Classification ICCV 2021 Viewmaker Networks: Learning Views for Unsupervised Representation Learning ICLR 2021 Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models EMNLP 2021 Vision-Language Navigation With Random Environmental Mixup ICCV 2021 Visual Transformers for Primates Classification and Covid Detection Interspeech 2021 VL-BERT+: Detecting Protected Groups in Hateful Multimodal Memes ACL 2021 Wasserstein Distributional Normalization For Robust Distributional Certification of Noisy Labeled Data ICML 2021 What Can Style Transfer and Paintings Do for Model Robustness? CVPR 2021