Data Augmentation

Balanced Dataset Distillation via Modeling Multiple Visual Pattern Distribution CVPR 2026 Beyond Strict Pairing: Arbitrarily Paired Training for High-Performance Infrared and Visible Image Fusion CVPR 2026 Cross-Modal Guided Visual Synthesis for Data-Efficient Multimodal Depression Recognition CVPR 2026 Data Augmentation: A Fourier Analysis Perspective COLT 2026 Domain Faithfulness through Counterfactually Robust Learning CLeaR 2026 Duluth at SemEval-2026 Task 6: DeBERTa with LLM-Augmented Data for Unmasking Political Question Evasions SemEval 2026 dutirshlee at SemEval-2026 Task 11: Symbolic Augmentation for Content-Bias-Resistant Syllogistic Reasoning SemEval 2026 Edge-Focused Super-Resolution for Omnidirectional Images with Spherical Geometric Augmentation CVPR 2026 Enhancing Job Evaluation with Data Augmentation and Text Classification ACL 2026 Enhancing Online Recruitment with Category-Aware MoE and LLM-based Data Augmentation ACL 2026 EventHub: Data Factory for Generalizable Event-Based Stereo Networks without Active Sensors CVPR 2026 Gradient Descenders at SemEval-2026 Task 9: Data-Centric Counterfactual Augmentation for Multi-Label Hate Speech Detection SemEval 2026 Hidetsune at SemEval-2026 Task 10: A Systematic Exploration of Training and Inference Strategies for Detecting Conspiracy Beliefs SemEval 2026 HU at SemEval-2026 Task 10: Psycholinguistic Conspiracy Marker Extraction and Detection SemEval 2026 Hyperbolic Defect Feature Synthesis for Few-Shot Defect Classification CVPR 2026 LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points ACL 2026 LLM-Generated Text May Harm Your Retrieval! A Robust Detection Strategy for Retrieval-Augmented Generation ACL 2026 LLM-SLM Collaborative Framework of Idiomatic Expression Generation ACL 2026 LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls ACL 2026 MatchMask: Mask-Centric Generative Data Augmentation for Label-Scarce Semantic Segmentation CVPR 2026 mdok-style at SemEval-2026 Task 10: Finetuning LLMs for Conspiracy Detection SemEval 2026 MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026 OntoAug: Rethinking Generative Data Augmentation via Ontology Guidance CVPR 2026 Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation ACL 2026 Paraphrasing as Zero-shot Translation with Feature-guided Diversity Enhancement ACL 2026