no code implementations • 22 Nov 2023 • Licheng Lin, Mingzhe Chen, Zhaohui Yang, Yusen Wu, Yuchen Liu
In particular, our designed clustered FL algorithm must overcome two challenges associated with FL training.
no code implementations • 21 Sep 2023 • Yusen Wu, Jamie Deng, Hao Chen, Phuong Nguyen, Yelena Yesha
Federated Learning (FL) has revolutionized how we train deep neural networks by enabling decentralized collaboration while safeguarding sensitive data and improving model performance.
no code implementations • 21 Sep 2023 • Jamie Deng, Yusen Wu, Hilary Hayssen, Brain Englum, Aman Kankaria, Minerva Mayorga-Carlin, Shalini Sahoo, John Sorkin, Brajesh Lal, Yelena Yesha, Phuong Nguyen
Rapid and accurate identification of Venous thromboembolism (VTE), a severe cardiovascular condition including deep vein thrombosis (DVT) and pulmonary embolism (PE), is important for effective treatment.
no code implementations • 21 Sep 2023 • Hao Chen, Yusen Wu, Phuong Nguyen, Chao Liu, Yelena Yesha
This merging process not only enhances the model performance by converging to a better local optimum, but also minimizes computational costs, offering an efficient and explicit learning process integrated with stochastic gradient descent.
no code implementations • 28 Mar 2022 • Chao Liu, Hao Chen, Yusen Wu, Rui Jin
In this paper, we propose a novel design, called MixNN, for protecting deep learning model structure and parameters.
no code implementations • 5 Sep 2021 • Yusen Wu, Hao Chen, Xin Wang, Chao Liu, Phuong Nguyen, Yelena Yesha
In addition, Byzantine faults including software, hardware, network issues occur in distributed systems which also lead to a negative impact on the prediction outcome.
no code implementations • 20 Dec 2019 • Yusen Wu, Chao-hua Yu, Sujuan Qin, Qiaoyan Wen, Fei Gao
Specifically, the training phase provides a physical quantity to measure the posterior distribution in quantum feature spaces, and this measure is utilized to design the quantum maximum a posterior (QMAP) algorithm and the quantum predictive distribution estimator (QPDE).