Data Augmentation

AdaField: Generalizable Surface Pressure Modeling with Physics-Informed Pre-training and Flow-Conditioned Adaptation AAAI 2026 Adaptive Data Augmentation with Multi-armed Bandit: Sample-Efficient Embedding Calibration for Implicit Pattern Recognition CVPR 2026 Adaptive Diffusion-based Augmentation for Recommendation AAAI 2026 A Flat Minima Perspective on Understanding Augmentations and Model Robustness AAAI 2026 Aleph-Alpha-GermanWeb: Improving German-language LLM pre-training with model-based data curation and synthetic data generation EACL 2026 AlignFix: A Tool for Parallel Corpora Augmentation and Refinement EACL 2026 A Multi-Aspect Evaluation Framework for Synthetic Data: Case Study on Irony and Sarcasm EACL 2026 ASC: Learning Augmentation Severity-Consistent Representations Improves Generalization via Augmentation Search WACV 2026 Attribution Analysis-based Concept Alignment: A Human-in-the-loop Data Debugging Framework AAAI 2026 Augmentation-invariant Learning Strategy via Data Augmentation for Improving Model Generalization AAAI 2026 Augmenting with NeRFs: Fast Relocalization on Densified Datasets WACV 2026 AuthSig: Safeguarding Scanned Signatures Against Unauthorized Reuse in Paperless Workflows AAAI 2026 baellouf at AbjadMed: Efficient Fine-tuning with All-Linear LoRA for Arabic Medical QA Classification EACL 2026 Better Datasets Start from RefineLab: Automatic Optimization for High-Quality Dataset Refinement AAAI 2026 BhashaKritika: Building Synthetic Pretraining Data at Scale for Indic Languages AAAI 2026 Bid Farewell to Seesaw: Towards Accurate Long-Tail Session-Based Recommendation via Dual Constraints of Hybrid Intents AAAI 2026 BLADE: A Behavior-Level Data Augmentation Framework with Dual Fusion Modeling for Multi-Behavior Sequential Recommendation AAAI 2026 Bolster Hallucination Detection via Prompt-Guided Data Augmentation AAAI 2026 Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction EACL 2026 CEC-Zero: Zero-Supervision Character Error Correction with Self-Generated Rewards AAAI 2026 CGMIS: Concept-Graph Based Multi-Hop Instructions Synthesis for Enhancing Long-Context Reasoning AAAI 2026 Channel-masked Asymmetric Distribution Matching for Cross-Domain Generalized Dataset Distillation AAAI 2026 CHIMERA: Controllable High-quality Image-Mask Extraction for Reliable Diffusion-based Anomaly Synthesis AAAI 2026 Compositional Attribute Imbalance in Vision Datasets AAAI 2026 ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval AAAI 2026