Data Augmentation

Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022 FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification ACL 2022 First is Better Than Last for Language Data Influence NeurIPS 2022 Flare7K: A Phenomenological Nighttime Flare Removal Dataset NeurIPS 2022 FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ACL 2022 FOCUS: Familiar Objects in Common and Uncommon Settings ICML 2022 Fraunhofer SIT@SMM4H’22: Learning to Predict Stances and Premises in Tweets related to COVID-19 Health Orders Using Generative Models COLING 2022 FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition COLING 2022 Fusing Priori and Posteriori Metrics for Automatic Dataset Annotation of Planar Grasping CoRL 2022 GCR: Gradient Coreset Based Replay Buffer Selection for Continual Learning CVPR 2022 Generative Cross-Domain Data Augmentation for Aspect and Opinion Co-Extraction NAACL 2022 Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition Interspeech 2022 Generative Data Augmentation with Contrastive Learning for Zero-Shot Stance Detection EMNLP 2022 GenLabel: Mixup Relabeling using Generative Models ICML 2022 GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction MLHC 2022 Geometric and Textural Augmentation for Domain Gap Reduction CVPR 2022 GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction AAAI 2022 G-Mixup: Graph Data Augmentation for Graph Classification ICML 2022 GraDA: Graph Generative Data Augmentation for Commonsense Reasoning COLING 2022 GraDA: Graph Generative Data Augmentation for Commonsense Reasoning NAACL 2022 GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification ICLR 2022 Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022 GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NeurIPS 2022 Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022 HARALD: Augmenting Hate Speech Data Sets with Real Data EMNLP 2022