no code implementations • 4 Sep 2023 • Yuhao Zhou, Minjia Shi, Yuxin Tian, Yuanxi Li, Qing Ye, Jiancheng Lv
However, a significant challenge arises when coordinating FL with crowd intelligence which diverse client groups possess disparate objectives due to data heterogeneity or distinct tasks.
no code implementations • 6 Apr 2022 • Yuhao Zhou, Minjia Shi, Yuxin Tian, Qing Ye, Jiancheng Lv
Federated learning (FL) is identified as a crucial enabler for large-scale distributed machine learning (ML) without the need for local raw dataset sharing, substantially reducing privacy concerns and alleviating the isolated data problem.
no code implementations • 16 Feb 2021 • Minjia Shi, Olivier Rioul, Patrick Solé
A finite metric space is called here distance degree regular if its distance degree sequence is the same for every vertex.
Combinatorics Information Theory Information Theory Primary 05E35, Secondary O5E20, 05E24
no code implementations • 21 May 2020 • Minjia Shi, Shukai Wang, Xiaoxiao Li, Denis S. Krotov
A frequency $n$-cube $F^n(4;2, 2)$ is an $n$-dimensional $4$-by-...-by-$4$ array filled by $0$s and $1$s such that each line contains exactly two $1$s.
Combinatorics Discrete Mathematics 05B15