5 papers
Stay or Switch: Online Conformal Bayesian Optimization Guided Fluid Antenna Configuration
Gangyong Zhu, Jia Yan, Shijian Gao
Fluid antenna systems (FAS) introduce additional spatial degrees of freedom to enable integrated sensing and communication (ISAC) in air-ground networks. However, conventional stud…
Radio Map Updating from Streaming Spectrum Measurements via Memory-Based Online Gaussian Processes
Yuanyuan Deng, Bo Zhou, Tian Chen +5
Radio maps, which estimate spatial radio-frequency characteristics from spectrum measurements, are essential for applications such as spectrum management and network planning. With…
Grey-Box Bayesian Optimization for ISAC in Fluid-Antenna Assisted Air-Ground Network
Gangyong Zhu, Jia Yan, Miaowen Wen +1
Fluid antenna systems (FAS) provide additional spatial diversity for integrated sensing and communication (ISAC) through joint port selection and precoding. \rev{However, existing…
Communication-Learning Co-Design for Differentially Private Over-the-Air Federated Distillation
Zihao Hu, Jia Yan, Ying-Jun Angela Zhang
The ever-growing learning model size nowadays challenges the communication efficiency and privacy preservation of the traditional federated learning (FL). In this paper, we propose…
Optimal Transceiver Design in Over-the-Air Federated Distillation
Zihao Hu, Jia Yan, Ying-Jun Angela Zhang +2
The rapid proliferation and growth of artificial intelligence (AI) has led to the development of federated learning (FL). FL allows wireless devices (WDs) to cooperatively learn by…