4 papers
GNN-Based Joint Channel and Power Allocation in Heterogeneous Wireless Networks
Lili Chen, Jingge Zhu, Jamie Evans
The optimal allocation of channels and power resources plays a crucial role in ensuring minimal interference, maximal data rates, and efficient energy utilisation. As a successful…
CFMA for Gaussian MIMO Multiple Access Channels
Lanwei Zhang, Jamie Evans, Jingge Zhu
Compute-forward multiple access (CFMA) is a multiple access transmission scheme based on Compute-and-Forward (CF) which allows the receiver to first decode linear combinations of t…
Stability Bounds for Learning-Based Adaptive Control of Discrete-Time Multi-Dimensional Stochastic Linear Systems with Input Constraints
Seth Siriya, Jingge Zhu, Dragan Nešić +1
We consider the problem of adaptive stabilization for discrete-time, multi-dimensional linear systems with bounded control input constraints and unbounded stochastic disturbances,…
On the Value of Stochastic Side Information in Online Learning
Junzhang Jia, Xuetong Wu, Jingge Zhu +1
We study the effectiveness of stochastic side information in deterministic online learning scenarios. We propose a forecaster to predict a deterministic sequence where its performa…