1 code implementation • 8 Dec 2024 • Yongzhe Jia, Xuyun Zhang, Hongsheng Hu, Kim-Kwang Raymond Choo, Lianyong Qi, Xiaolong Xu, Amin Beheshti, Wanchun Dou
We implement DapperFL on a realworld FL platform with heterogeneous clients.
no code implementations • 28 Aug 2024 • Lina Wang, Huan Yang, Yiran Shen, Chao Liu, Lianyong Qi, Xiuzhen Cheng, Feng Li
Therefore, to enable data sharing across the different platforms for diversified service recommendation, we propose a Privacy-preserving Diversified Service Recommendation (PDSR) method.
no code implementations • 11 Mar 2024 • Chaochao Chen, Yizhao Zhang, Yuyuan Li, Jun Wang, Lianyong Qi, Xiaolong Xu, Xiaolin Zheng, Jianwei Yin
The first component is distinguishability loss, where we design a distribution-based measurement to make attribute labels indistinguishable from attackers.
1 code implementation • 22 Jun 2023 • Haolong Xiang, Xuyun Zhang, Hongsheng Hu, Lianyong Qi, Wanchun Dou, Mark Dras, Amin Beheshti, Xiaolong Xu
Extensive experiments on a series of benchmarking datasets for comparative and ablation studies demonstrate that our approach can efficiently and robustly achieve better detection performance in general than the state-of-the-arts including the deep learning based methods.
no code implementations • 17 Sep 2022 • Xiaocong Chen, Siyu Wang, Lina Yao, Lianyong Qi, Yong Li
It is more challenging to balance the exploration and exploitation in DRL RS where RS agent need to deeply explore the informative trajectories and exploit them efficiently in the context of recommender systems.
no code implementations • 10 Aug 2021 • Wenwen Gonga, Yulan Zhang, Xuyun Zhang, Yucong Duan, Yawei Wang, Yifei Chena, Lianyong Qi
Afterwards, with the diverse correlation subgraphs, we model the compatible web APIs recommendation problem to be a minimum group Steiner tree search problem.