Data Augmentation

Frozen Feature Augmentation for Few-Shot Image Classification CVPR 2024 FuseGen: PLM Fusion for Data-generation based Zero-shot Learning EMNLP 2024 GENDEX: Generative Data Augmentation Strategy Leveraging External Data for Abstractive Dialogue Summarization ACL 2024 Gene-Gene Relationship Modeling Based on Genetic Evidence for Single-Cell RNA-Seq Data Imputation NeurIPS 2024 Generalizing Clinical De-identification Models by Privacy-safe Data Augmentation using GPT-4 EMNLP 2024 Generalizing Conversational Dense Retrieval via LLM-Cognition Data Augmentation ACL 2024 Generate then Refine: Data Augmentation for Zero-shot Intent Detection EMNLP 2024 Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees AISTATS 2024 Generating Distributable Surrogate Corpus for Medical Multi-label Classification COLING 2024 Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasing ACL 2024 Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification COLING 2024 Generating Images of Rare Concepts Using Pre-trained Diffusion Models AAAI 2024 Generating Mental Health Transcripts with SAPE (Spanish Adaptive Prompt Engineering) NAACL 2024 Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering EACL 2024 Generative Learning for Financial Time Series with Irregular and Scale-Invariant Patterns ICLR 2024 GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data Generation ICLR 2024 German Text Simplification: Finetuning Large Language Models with Semi-Synthetic Data EACL 2024 Getting Serious about Humor: Crafting Humor Datasets with Unfunny Large Language Models ACL 2024 Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning NAACL 2024 Giving Control Back to Models: Enabling Offensive Language Detection Models to Autonomously Identify and Mitigate Biases EMNLP 2024 Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label Smoothing EMNLP 2024 GPTs Are Multilingual Annotators for Sequence Generation Tasks EACL 2024 Grammar-based Data Augmentation for Low-Resource Languages: The Case of Guarani-Spanish Neural Machine Translation NAACL 2024 GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring NeurIPS 2024 GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning NeurIPS 2024