161 citations · 490 across the 47 of their papers we have counts for
4 papers · 1 filter
DeceFL: A Principled Decentralized Federated Learning Framework
Ye Yuan, Jun Liu, Dou Jin +12
Traditional machine learning relies on a centralized data pipeline, i.e., data are provided to a central server for model training. In many applications, however, data are inherent…
Regret and Cumulative Constraint Violation Analysis for Online Convex Optimization with Long Term Constraints
Xinlei Yi, Xiuxian Li, Tao Yang +3
This paper considers online convex optimization with long term constraints, where constraints can be violated in intermediate rounds, but need to be satisfied in the long run. The…
Zeroth-Order Algorithms for Stochastic Distributed Nonconvex Optimization
Xinlei Yi, Shengjun Zhang, Tao Yang +1
In this paper, we consider a stochastic distributed nonconvex optimization problem with the cost function being distributed over agents having access only to zeroth-order (ZO)…
Regret and Cumulative Constraint Violation Analysis for Distributed Online Constrained Convex Optimization
Xinlei Yi, Xiuxian Li, Tao Yang +3
This paper considers the distributed online convex optimization problem with time-varying constraints over a network of agents. This is a sequential decision making problem with tw…