Privacy Preservation by Intermittent Transmission in Cooperative LQG Control Systems

no code implementations • 25 Mar 2024 • Wenhao Lin, Yuqing Ni, Wen Yang, Chao Yang

Under the given threshold of the control performance loss, a trade-off optimization problem is proposed.

iEnhancer-ELM: improve enhancer identification by extracting position-related multiscale contextual information based on enhancer language models

1 code implementation • 3 Dec 2022 • Jiahao Li, Zhourun Wu, Wenhao Lin, Jiawei Luo, Jun Zhang, Qingcai Chen, Junjie Chen

Although many feature extraction methods have been proposed to improve the performance of enhancer identification, they cannot learn position-related multiscale contextual information from raw DNA sequences.

Language Modelling Position

Generative Data Augmentation for Non-IID Problem in Decentralized Clinical Machine Learning

no code implementations • 2 Dec 2022 • ZiRui Wang, Shaoming Duan, Chengyue Wu, Wenhao Lin, Xinyu Zha, Peiyi Han, Chuanyi Liu

To address this problem, we propose a generative augmentation framework in swarm learning called SL-GAN, which augments the non-IID data by generating the synthetic data from participants.

Data Augmentation Edge-computing +1