373 citations · 540 across the 30 of their papers we have counts for
4 papers · 1 filter
Flexible Vertical Federated Learning with Heterogeneous Parties
Timothy Castiglia, Shiqiang Wang, Stacy Patterson
We propose Flexible Vertical Federated Learning (Flex-VFL), a distributed machine algorithm that trains a smooth, non-convex function in a distributed system with vertically partit…
A Sample-Based Algorithm for Approximately Testing -Robustness of a Digraph
Yuhao Yi, Yuan Wang, Xingkang He +2
One of the intensely studied concepts of network robustness is -robustness, which is a network topology property quantified by an integer . It is required by mean subsequence…
A Continuum Approach for Collaborative Task Processing in UAV MEC Networks
Lorson Blair, Carlos A. Varela, Stacy Patterson
Unmanned aerial vehicles (UAVs) are becoming a viable platform for sensing and estimation in a wide variety of applications including disaster response, search and rescue, and secu…
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
Timothy Castiglia, Anirban Das, Shiqiang Wang +1
We propose Compressed Vertical Federated Learning (C-VFL) for communication-efficient training on vertically partitioned data. In C-VFL, a server and multiple parties collaborative…