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Data Augmentation

3622 directly classified papers

Papers per year

Papers

FJWU_Squad at SemEval-2025 Task 1: An Idiom Visual Understanding Dataset for Idiom Learning ACL 2025
LangEye: Toward ‘Anytime’ Learner-Driven Vocabulary Learning From Real-World Objects ACL 2025
CAIDAS at SemEval-2025 Task 7: Enriching Sparse Datasets with LLM-Generated Content for Improved Information Retrieval ACL 2025
CritiQ: Mining Data Quality Criteria from Human Preferences ACL 2025
Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025
Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025
Augmenting Math Word Problems via Iterative Question Composing AAAI 2025
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AAAI 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025
Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025
EventZoom: A Progressive Approach to Event-Based Data Augmentation for Enhanced Neuromorphic Vision AAAI 2025
Enhancing Elusive Clues in Knowledge Learning by Contrasting Attention of Language Models AAAI 2025
Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis AAAI 2025
RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025
SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Control AAAI 2025
Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions AAAI 2025
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data CVPR 2025
Explicit Relational Reasoning Network for Scene Text Detection AAAI 2025
DiffRetouch: Using Diffusion to Retouch on the Shoulder of Experts AAAI 2025
PATeam at SemEval-2025 Task 9: LLM-Augmented Fusion for AI-Driven Food Safety Hazard Detection ACL 2025
A Simple Data Augmentation Strategy for Text-in-Image Scientific VQA EMNLP 2025
Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing ACL 2025