2025
Generative Expansion of Small Datasets: An Expansive Graph Approach
ICASSP 2025accepted
Limited data availability in machine learning significantly impacts performance and generalization. Traditional augmentation methods enhance moderately sufficient datasets. GANs struggle with convergence when generating diverse samples. Diffusion models, while effective, have high computational cost…