Data Augmentation

GraphemeAug: A Systematic Approach to Synthesized Hard Negative Keyword Spotting Examples Interspeech 2025 HU at SemEval-2025 Task 9: Leveraging LLM-Based Data Augmentation for Class Imbalance SemEval 2025 Improving Low-Resource Dialect Classification Using Retrieval-based Voice Conversion Interspeech 2025 Influence-Guided Diffusion for Dataset Distillation ICLR 2025 Is linguistically-motivated data augmentation worth it? ACL 2025 JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025 Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning ACL 2025 Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System ACL 2025 Masking meets Supervision: A Strong Learning Alliance CVPR 2025 MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 Mixup Regularization: A Probabilistic Perspective UAI 2025 NTA at SemEval-2025 Task 11: Enhanced Multilingual Textual Multi-label Emotion Detection via Integrated Augmentation Learning SemEval 2025 ODDA: An OODA-Driven Diverse Data Augmentation Framework for Low-Resource Relation Extraction ACL 2025 On Enhancing the Performance of Children's ASR Task in Limited Data Scenario Interspeech 2025 Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025 Pathology-Aware Speech Encoding and Data Augmentation for Dysarthric Speech Recognition Interspeech 2025 PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AAAI 2025 Physical Marker: Revealing Invisible Hyperlinks Hidden in Printed Trademarks AAAI 2025 Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation AAAI 2025 Reduced-rank Factorized Fourier Neural Operator ACML 2025 RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning AAAI 2025 REWIND: Speech Time Reversal for Enhancing Speaker Representations in Diffusion-based Voice Conversion Interspeech 2025 Robust Classification by Coupling Data Mollification with Label Smoothing AISTATS 2025 Scale Efficient Training for Large Datasets CVPR 2025