10 papers
Split-Gate Pooled-Evidence Stochastic-Rollout Scheduling for Timely Progressive Edge Inference
Sai Xu, Yinbo Yu, Yanan Du +2
This paper investigates causal radio scheduling for progressive edge inference, with the goal of maximizing timely inference throughput under job-specific deadlines. Specifically,…
Uplink-Completion-Triggered Edge-GPU Inference for Multi-Agent Cooperative Perception
Sai Xu, Yanan Du, Chong Tang +1
This paper investigates the coupling between wireless input completion and graphics processing unit (GPU) execution in centralized multi-agent cooperative perception. Specifically,…
Joint Scheduling of Sensing Data Offloading and Edge Inference for Multi-UAV Networks
Yanan Du, Sai Xu, Yinbo Yu
Unmanned aerial vehicles (UAVs) often collaborate by collecting and offloading sensing streams to an edge server, where a deep neural network (DNN) model performs cross-stream alig…
Joint Scheduling of Multi-Band Radar Sensing and DNN Inference for Cross-Stage Parallelism
Yanan Du, Sai Xu, Kezhi Wang +1
This paper studies end-to-end latency minimization for a multi-band radar sensing and deep neural network (DNN) inference pipeline. Unlike conventional stage-wise designs that trea…
Orchestrating Multimodal DNN Workloads in Wireless Neural Processing
Sai Xu, Kai-Kit Wong, Yanan Du +1
In edge inference, wireless resource allocation and accelerator-level deep neural network (DNN) scheduling have yet to be co-optimized in an end-to-end manner. The lack of coordina…
Using STAR-IRS to Secure Indoor Communications Through Symbol-Level Random Phase Modulation
Yanan Du, Zeyang Sun, Yilan Zhang +2
This paper proposes a secure indoor communication scheme based on simultaneous transmitting and reflecting intelligent reflecting surface (STAR-IRS). Specifically, a transmitter (A…