no code implementations • 2 Feb 2024 • Jiaqi Shao, Tao Lin, Xuanyu Cao, Bing Luo
Our key contribution lies in a comprehensive theoretical analysis of the trade-offs in FU and provides insights into data heterogeneity's impacts on FU.
no code implementations • 4 Jan 2024 • Wenjing Yan, Xuanyu Cao
Decentralized optimization methods often entail information exchange between neighbors.
no code implementations • 23 Dec 2021 • Navjot Singh, Xuanyu Cao, Suhas Diggavi, Tamer Basar
The paper develops algorithms and obtains performance bounds for two different models of local information availability at the nodes: (i) sample feedback, where each node has direct access to samples of the local random variable to evaluate its local cost, and (ii) bandit feedback, where samples of the random variables are not available, but only the values of the local cost functions at two random points close to the decision are available to each node.
no code implementations • 19 Apr 2021 • Wenjing Yan, Xiaojun Yuan, Xuanyu Cao
Reconfigurable intelligent surface (RIS) based reflection modulation has been considered as a promising information delivery mechanism, and has the potential to realize passive information transfer of a RIS without consuming any additional radio frequency chain and time/frequency/energy resources.