Data Augmentation

Harnessing Diffusion-Generated Synthetic Images for Fair Image Classification AAAI 2026 HiGFA: Hierarchical Guidance for Fine-grained Data Augmentation with Diffusion Models AAAI 2026 HLPD: Aligning LLMs to Human Language Preference for Machine-Revised Text Detection AAAI 2026 How DDAIR you? Disambiguated Data Augmentation for Intent Recognition EACL 2026 ImageNet-sES: A First Systematic Study of Sensor-Environment Simulation Anchored by Real Recaptures WACV 2026 Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation AAAI 2026 Improving Indigenous Language Machine Translation with Synthetic Data and Language-Specific Preprocessing EACL 2026 Jump-teaching: Combating Sample Selection Bias via Temporal Disagreement AAAI 2026 Label-Consistent Data Generation for Aspect-Based Sentiment Analysis Using LLM Agents EACL 2026 Language Mixture to Develop Accurate Galician Dependency Parsers: An Exploration of Its Effects EACL 2026 Learning from Reasoning Failures via Synthetic Data Generation AAAI 2026 Learning More from Less: Resource-Constrained Generative AI for Classification, Generation, and Personalization AAAI 2026 Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis AAAI 2026 LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs AAAI 2026 MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026 MBTI: Metric-Based Textual Inversion for Fine-Grained Image Generation WACV 2026 MedArabs at AbjadMed: Arabic Medical Text Classification via Data- and Algorithm-Level Fusion EACL 2026 Meta-GAIN for Missing Data Imputation AAAI 2026 MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026 MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026 MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval WACV 2026 MTQE.en-he: Machine Translation Quality Estimation for English-Hebrew EACL 2026 Multi-Token Completion for Text Anonymization EACL 2026 Neural Tangent Kernels Under Stochastic Data Augmentation AAAI 2026 New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition AAAI 2026