no code implementations • 2 Jan 2024 • Yang Li, Chunhe Xia, Wanshuang Lin, Tianbo Wang
Therefore, we propose A Privacy Protected Blockchain-based Federated Learning Model (PPBFL) to enhance the security of federated learning and encourage active participation of nodes in model training.
no code implementations • 21 Nov 2023 • Yang Li, Chunhe Xia, Wei Liu, Weidong Zhou, Chen Chen, Tianbo Wang
This article proposes Blockchain-based Federated Learning (FBChain) model for federated learning parameter communication to overcome the above two problems.
no code implementations • 20 Oct 2023 • Yang Li, Chunhe Xia, Chang Li, Tianbo Wang
With the increasing importance of machine learning, the privacy and security of training data have become critical.
1 code implementation • CVPR 2022 • Renshuai Tao, Hainan Li, Tianbo Wang, Yanlu Wei, Yifu Ding, Bowei Jin, Hongping Zhi, Xianglong Liu, Aishan Liu
To handle the endogenous shift, we further introduce the Perturbation Suppression Network (PSN), motivated by the fact that this shift is mainly caused by two types of perturbations: category-dependent and category-independent ones.
no code implementations • 28 Sep 2021 • Shaowei Jiang, Chengfei Guo, Patrick Hu, Derek Hu, Pengming Song, Tianbo Wang, Zichao Bian, Zibang Zhang, Guoan Zheng
We show that a whole slide image of a blood smear with a 120-mm^2 field of view can be acquired in 18 seconds.