Data Augmentation

Scaling Low-Resource MT via Synthetic Data Generation with LLMs EMNLP 2025 Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation ACL 2025 SNaRe: Domain-aware Data Generation for Low-Resource Event Detection EMNLP 2025 StarGAN-Aug: A Cross-domain Fault Audio Generation Method for High-performance Fault Diagnosis of Power Transformers Interspeech 2025 Style-Aligned Image Composition for Robust Detection of Abnormal Cells in Cytopathology MIDL 2025 Synthetic Data in the Era of Large Language Models ACL 2025 Synthetic Dysarthric Speech: A Supplement, Not a Substitute for Authentic Data in Dysarthric Speech Recognition Interspeech 2025 Tailoring Mixup to Data for Calibration ICLR 2025 TdAttenMix: Top-Down Attention Guided Mixup AAAI 2025 Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications AAAI 2025 Towards Inclusive ASR: Investigating Voice Conversion for Dysarthric Speech Recognition in Low-Resource Languages Interspeech 2025 Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution ACL 2025 Tuebingen at SemEval-2025 Task 10: Class Weighting, External Knowledge and Data Augmentation in BERT Models SemEval 2025 TutorMind at BEA 2025 Shared Task: Leveraging Fine-Tuned LLMs and Data Augmentation for Mistake Identification ACL 2025 Unmasking real-world audio deepfakes: A data-centric approach Interspeech 2025 Untie the Knots: An Efficient Data Augmentation Strategy for Long-Context Pre-Training in Language Models ACL 2025 Vision Transformers Beat WideResNets on Small Scale Datasets Adversarial Robustness AAAI 2025 VisRec: A Semi-Supervised Approach to Visibility Data Reconstruction in Radio Astronomy AAAI 2025 VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation CVPR 2025 WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models ACL 2025 Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning ACL 2024 A Comprehensive Augmentation Framework for Anomaly Detection AAAI 2024 AdvST: Revisiting Data Augmentations for Single Domain Generalization AAAI 2024 AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery NeurIPS 2024 All You Need is Attention: Lightweight Attention-based Data Augmentation for Text Classification EMNLP 2024