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20232026
most citedSCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation

6 citations · 8 across the 9 of their papers we have counts for

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cs.LG2026

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…

cs.LG2026

Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration

Dongyue Wu, Zilin Guo, Xiaoyu Li +4

The rapid growth of modern training datasets has significantly increased computational cost, motivating dataset pruning~(DP) methods which retain only a subset of informative sampl…