Search Results for author: Boyu Shi

Found 3 papers, 0 papers with code

Building Variable-sized Models via Learngene Pool

no code implementations10 Dec 2023 Boyu Shi, Shiyu Xia, Xu Yang, Haokun Chen, Zhiqiang Kou, Xin Geng

To overcome these challenges, motivated by the recently proposed Learngene framework, we propose a novel method called Learngene Pool.

Data Augmentation For Label Enhancement

no code implementations21 Mar 2023 Zhiqiang Kou, Yuheng Jia, Jing Wang, Boyu Shi, Xin Geng

Existing LE approach have the following problems: (\textbf{i}) They use logical label to train mappings to LD, but the supervision information is too loose, which can lead to inaccurate model prediction; (\textbf{ii}) They ignore feature redundancy and use the collected features directly.

Data Augmentation Dimensionality Reduction

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