Search Results for author: Xuanyu Cao

Found 4 papers, 0 papers with code

Federated Unlearning: a Perspective of Stability and Fairness

no code implementations2 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.

Fairness

Decentralized Multi-Task Online Convex Optimization Under Random Link Failures

no code implementations4 Jan 2024 Wenjing Yan, Xuanyu Cao

Decentralized optimization methods often entail information exchange between neighbors.

Decentralized Multi-Task Stochastic Optimization With Compressed Communications

no code implementations23 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.

Stochastic Optimization

Frequency Reflection Modulation for Reconfigurable Intelligent Surface Aided OFDM Systems

no code implementations19 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.

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