Dongyue Wu

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

Existing data pruning methods predominantly rely on high-dimensional feature embeddings to measure sample importance. However, these compressed vectors often obscure fine-grained semantic interactions, leading to suboptimal coverage of rare semantic concepts in the pruned subsets. In this paper, we propose Mapping the...