2 citations · 4 across the 7 of their papers we have counts for
7 papers
Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts
Kun Jin, Tongxin Yin, Zhongzhu Chen +4
We consider a federated learning (FL) system consisting of multiple clients and a server, where the clients aim to collaboratively learn a common decision model from their distribu…
An Online Approach to Dynamic Channel Access and Transmission Scheduling
Yang Liu, Mingyan Liu
Making judicious channel access and transmission scheduling decisions is essential for improving performance as well as energy and spectral efficiency in multichannel wireless syst…
Optimal Relay Selection with Non-negligible Probing Time
Yang Liu, Yi Ouyang, Mingyan Liu
In this paper an optimal relay selection algorithm with non-negligible probing time is proposed and analyzed for cooperative wireless networks. Relay selection has been introduced…
Revisiting Optimal Power Control: its Dual Effect on SNR and Contention
Yang Liu, Mingyan Liu, Jing Deng
In this paper we study a transmission power tune problem with densely deployed 802.11 Wireless Local Area Networks (WLANs). While previous papers emphasize on tuning transmission p…
To Stay Or To Switch: Multiuser Dynamic Channel Access
Yang Liu, Mingyan Liu
In this paper we study opportunistic spectrum access (OSA) policies in a multiuser multichannel random access cognitive radio network, where users perform channel probing and switc…
Group Learning and Opinion Diffusion in a Broadcast Network
Yang Liu, Mingyan Liu
We analyze the following group learning problem in the context of opinion diffusion: Consider a network with users, each facing options. In a discrete time setting, at each…
Sufficient Conditions on the Optimality of Myopic Sensing in Opportunistic Channel Access: A Unifying Framework
Yang Liu, Mingyan Liu, Sahand Haji Ali Ahmad
This paper considers a widely studied stochastic control problem arising from opportunistic spectrum access (OSA) in a multi-channel system, with the goal of providing a unifying a…