"dataset pruning" Papers

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Exploring Learning Complexity for Efficient Downstream Dataset Pruning

Wenyu Jiang, Zhenlong Liu, Zejian Xie et al.

ICLR 2025arXiv:2402.05356
1
citations

Medium-Difficulty Samples Constitute Smoothed Decision Boundary for Knowledge Distillation on Pruned Datasets

Yudong Chen, Xuwei Xu, Frank de Hoog et al.

ICLR 2025

SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency

Yangyang Guo, Mohan Kankanhalli

ICCV 2025arXiv:2411.09126
3
citations

Training-Free Dataset Pruning for Instance Segmentation

Yalun Dai, Lingao Xiao, Ivor Tsang et al.

ICLR 2025arXiv:2503.00828
4
citations

BWS: Best Window Selection Based on Sample Scores for Data Pruning across Broad Ranges

Hoyong Choi, Nohyun Ki, Hye Won Chung

ICML 2024arXiv:2406.03057
9
citations

PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency

Yeonsung Jung, Heecheol Yun, Joonhyung Park et al.

ICML 2024arXiv:2406.00798
3
citations