Search Results for author: Muxin Zhou

Found 2 papers, 2 papers with code

Self-supervised Dataset Distillation: A Good Compression Is All You Need

2 code implementations11 Apr 2024 Muxin Zhou, Zeyuan Yin, Shitong Shao, Zhiqiang Shen

In this work, we consider addressing this task through the new lens of model informativeness in the compression stage on the original dataset pretraining.

Informativeness

Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching

1 code implementation29 Nov 2023 Shitong Shao, Zeyuan Yin, Muxin Zhou, Xindong Zhang, Zhiqiang Shen

We call this perspective "generalized matching" and propose Generalized Various Backbone and Statistical Matching (G-VBSM) in this work, which aims to create a synthetic dataset with densities, ensuring consistency with the complete dataset across various backbones, layers, and statistics.

Dataset Condensation

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