Data Augmentation

Supervision Interpolation via LossMix: Generalizing Mixup for Object Detection and Beyond AAAI 2024 Swift Sampler: Efficient Learning of Sampler by 10 Parameters NeurIPS 2024 Task Oriented In-Domain Data Augmentation EMNLP 2024 Towards Combating Frequency Simplicity-biased Learning for Domain Generalization NeurIPS 2024 Understanding when Dynamics-Invariant Data Augmentations Benefit Model-free Reinforcement Learning Updates ICLR 2024 VerifyMatch: A Semi-Supervised Learning Paradigm for Natural Language Inference with Confidence-Aware MixUp EMNLP 2024 Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime AAAI 2023 An Extensive Exploration of Back-Translation in 60 Languages ACL 2023 A Novel Counterfactual Data Augmentation Method for Aspect-Based Sentiment Analysis ACML 2023 Augmenting Reddit Posts to Determine Wellness Dimensions impacting Mental Health ACL 2023 Bias-Eliminating Augmentation Learning for Debiased Federated Learning CVPR 2023 Boosting Event Extraction with Denoised Structure-to-Text Augmentation ACL 2023 CUDA: Curriculum of Data Augmentation for Long-tailed Recognition ICLR 2023 Curriculum Multi-Negative Augmentation for Debiased Video Grounding AAAI 2023 CutMIB: Boosting Light Field Super-Resolution via Multi-View Image Blending CVPR 2023 Data augmentation alone can improve adversarial training ICLR 2023 Data Augmentation for Low-Resource Keyphrase Generation ACL 2023 DISCO: Distilling Counterfactuals with Large Language Models ACL 2023 Distilling Model Failures as Directions in Latent Space ICLR 2023 Diversified and Realistic 3D Augmentation via Iterative Construction, Random Placement, and HPR Occlusion AAAI 2023 Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks ACL 2023 Exploring Temporally Dynamic Data Augmentation for Video Recognition ICLR 2023 Fair-CDA: Continuous and Directional Augmentation for Group Fairness AAAI 2023 Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023 Frequency Selective Augmentation for Video Representation Learning AAAI 2023