Mapping the Concept Landscape: Structural Perception of Global Distributions for Transparent Data Pruning

Dongyue Wu, Tao Ma

Existing data pruning methods predominantly rely on high-dimensional feature embeddings to measure sample importance. However, these compressed vectors often obscure fine-grained s…