English

Dataset Distillation Using Parameter Pruning

Computer Vision and Pattern Recognition 2023-08-22 v6 Artificial Intelligence Machine Learning

Abstract

In this study, we propose a novel dataset distillation method based on parameter pruning. The proposed method can synthesize more robust distilled datasets and improve distillation performance by pruning difficult-to-match parameters during the distillation process. Experimental results on two benchmark datasets show the superiority of the proposed method.

Cite

@article{arxiv.2209.14609,
  title  = {Dataset Distillation Using Parameter Pruning},
  author = {Guang Li and Ren Togo and Takahiro Ogawa and Miki Haseyama},
  journal= {arXiv preprint arXiv:2209.14609},
  year   = {2023}
}

Comments

Published as a journal paper at IEICE Trans. Fund

R2 v1 2026-06-28T02:21:02.370Z