Data Augmentation

Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023 Mixed Autoencoder for Self-Supervised Visual Representation Learning CVPR 2023 MixEdit: Revisiting Data Augmentation and Beyond for Grammatical Error Correction EMNLP 2023 Mixture of Soft Prompts for Controllable Data Generation EMNLP 2023 Mixture Uniform Distribution Modeling and Asymmetric Mix Distillation for Class Incremental Learning AAAI 2023 Neural Machine Translation Methods for Translating Text to Sign Language Glosses ACL 2023 On the Data-Efficiency with Contrastive Image Transformation in Reinforcement Learning ICLR 2023 PartMix: Regularization Strategy To Learn Part Discovery for Visible-Infrared Person Re-Identification CVPR 2023 PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks ACL 2023 PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation EMNLP 2023 READIN: A Chinese Multi-Task Benchmark with Realistic and Diverse Input Noises ACL 2023 Recursive Time Series Data Augmentation ICLR 2023 Regularizing Neural Networks with Meta-Learning Generative Models NeurIPS 2023 Restoration of Hand-Drawn Architectural Drawings Using Latent Space Mapping With Degradation Generator CVPR 2023 Rethinking Data Augmentation for Single-Source Domain Generalization in Medical Image Segmentation AAAI 2023 SegAugment: Maximizing the Utility of Speech Translation Data with Segmentation-based Augmentations EMNLP 2023 SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation AAAI 2023 SLACK: Stable Learning of Augmentations With Cold-Start and KL Regularization CVPR 2023 SWiPE: A Dataset for Document-Level Simplification of Wikipedia Pages ACL 2023 Target-Side Augmentation for Document-Level Machine Translation ACL 2023 Text Augmentation Using Dataset Reconstruction for Low-Resource Classification ACL 2023 Tied-Augment: Controlling Representation Similarity Improves Data Augmentation ICML 2023 Towards Better Hierarchical Text Classification with Data Generation ACL 2023 TransGEC: Improving Grammatical Error Correction with Translationese ACL 2023 Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data EMNLP 2023