Data Augmentation

Training Models on Oversampled Data and a Novel Multi-class Annotation Scheme for Dementia Detection ACL 2023 Training on Foveated Images Improves Robustness to Adversarial Attacks NeurIPS 2023 TRAK: Attributing Model Behavior at Scale ICML 2023 TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective ICCV 2023 Transferable Unlearnable Examples ICLR 2023 Transformed Distribution Matching for Missing Value Imputation ICML 2023 TransGEC: Improving Grammatical Error Correction with Translationese ACL 2023 Tsingriver at SemEval-2023 Task 10: Labeled Data Augmentation in Consistency Training SemEval 2023 Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning ICML 2023 Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data EMNLP 2023 Two-Level Data Augmentation for Calibrated Multi-View Detection WACV 2023 UMASS_BioNLP at MEDIQA-Chat 2023: Can LLMs generate high-quality synthetic note-oriented doctor-patient conversations? ACL 2023 UMUTeam and SINAI at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis using Multilingual Large Language Models and Data Augmentation SemEval 2023 Understanding Compositional Data Augmentation in Typologically Diverse Morphological Inflection EMNLP 2023 Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation NeurIPS 2023 Understanding Programs by Exploiting (Fuzzing) Test Cases ACL 2023 Understanding the detrimental class-level effects of data augmentation NeurIPS 2023 Understanding the Role of Mixup in Knowledge Distillation: An Empirical Study WACV 2023 UniBoe’s at SemEval-2023 Task 10: Model-Agnostic Strategies for the Improvement of Hate-Tuned and Generative Models in the Classification of Sexist Posts SemEval 2023 Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential Recommendation AAAI 2023 Universal Adaptive Data Augmentation IJCAI 2023 Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift NeurIPS 2023 Unsupervised Domain Adaptation using Lexical Transformations and Label Injection for Twitter Data ACL 2023 Urban Scene Semantic Segmentation With Low-Cost Coarse Annotation WACV 2023 Using Text Injection to Improve Recognition of Personal Identifiers in Speech Interspeech 2023