4 papers
Sensing and Storing Less: A MARL-based Solution for Energy Saving in Edge Internet of Things
Zongyang Yuan, Lailong Luo, Qianzhen Zhang +3
As the number of Internet of Things (IoT) devices continuously grows and application scenarios constantly enrich, the volume of sensor data experiences an explosive increase. Howev…
DHO: Accelerating Distributed Hybrid Order Optimization via Model Parallelism and ADMM
Shunxian Gu, Chaoqun You, Bangbang Ren +3
Scaling deep neural network (DNN) training to more devices can reduce time-to-solution. However, it is impractical for users with limited computing resources. FOSI, as a hybrid ord…
Analytic Personalized Federated Meta-Learning
Shunxian Gu, Chaoqun You, Deke Guo +4
Analytic Federated Learning (AFL) is an enhanced gradient-free federated learning (FL) paradigm designed to accelerate training by updating the global model in a single step with c…
Air-to-Ground Communications Beyond 5G: CoMP Handoff Management in UAV Network
Yan Li, Deke Guo, Lailong Luo +1
Air-to-ground (A2G) networks, using unmanned aerial vehicles (UAVs) as base stations to serve terrestrial user equipments (UEs), are promising for extending the spatial coverage ca…