4 papers · 1 filter
Network function computation with vector linear target function and security function
Min Xu, Qian Chen, Gennian Ge
In this paper, we study the problem of securely computing a function over a network, where both the target function and the security function are vector linear. The network is mode…
On hierarchical secure aggregation against relay and user collusion
Min Xu, Xuejiao Han, Kai Wan +1
Secure aggregation (SA) is fundamental to privacy preservation in federated learning (FL), enabling model aggregation while preventing disclosure of individual user updates. This p…
Linear Network Coding for Robust Function Computation and Its Applications in Distributed Computing
Hengjia Wei, Min Xu, Gennian Ge
We investigate linear network coding in the context of robust function computation, where a sink node is tasked with computing a target function of messages generated at multiple s…
A generic framework for coded caching and distributed computation schemes
Min Xu, Zixiang Xu, Gennian Ge +1
Several network communication problems are highly related such as coded caching and distributed computation. The centralized coded caching focuses on reducing the network burden in…