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Data Augmentation

3622 directly classified papers

Papers per year

Papers

SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness AAAI 2025
Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025
EventZoom: A Progressive Approach to Event-Based Data Augmentation for Enhanced Neuromorphic Vision AAAI 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025
EmoEdit: Evoking Emotions through Image Manipulation CVPR 2025
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
DiffRetouch: Using Diffusion to Retouch on the Shoulder of Experts AAAI 2025
TdAttenMix: Top-Down Attention Guided Mixup AAAI 2025
To Predict or Not to Predict? Proportionally Masked Autoencoders for Tabular Data Imputation AAAI 2025
BOOTPLACE: Bootstrapped Object Placement with Detection Transformers CVPR 2025
ToW: Thoughts of Words Improve Reasoning in Large Language Models NAACL 2025
ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution CVPR 2025
Instruct Where the Model Fails: Generative Data Augmentation via Guided Self-contrastive Fine-tuning AAAI 2025
Diffusion-based Synthetic Data Generation for Visible-Infrared Person Re-Identification AAAI 2025
Realistic Noise Synthesis with Diffusion Models AAAI 2025
Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025
Enhancing Contrastive Learning Inspired by the Philosophy of “The Blind Men and the Elephant” AAAI 2025
A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025
TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model CVPR 2025
Augmenting Math Word Problems via Iterative Question Composing AAAI 2025
Generative Image Layer Decomposition with Visual Effects CVPR 2025
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025
VCR: A “Cone of Experience” Driven Synthetic Data Generation Framework for Mathematical Reasoning AAAI 2025
Enhancing Masked Time-Series Modeling via Dropping Patches AAAI 2025
PATeam at SemEval-2025 Task 10: Two-stage News Analytical Framework: Target-oriented Semantic Segmentation and Sequence Generation LLMs for Cross-Lingual Entity and Narrative Analysis SEMEVAL 2025