2 papers
cs.LG2026
CANS: Accelerating Multiuser Collaborative Edge Inference via Cooperative Autodidactic NeuroSurgeon
Zheshun Wu, Ziyang Zhang, Changyao Lin +2
Recently, mobile edge computing (MEC)-enabled collaborative deep neural network (DNN) inference has emerged as a promising approach for delivering intelligent services to resource-…
cs.CV2025
E4: Energy-Efficient DNN Inference for Edge Video Analytics Via Early-Exit and DVFS
Ziyang Zhang, Yang Zhao, Ming-Ching Chang +2
Deep neural network (DNN) models are increasingly popular in edge video analytic applications. However, the compute-intensive nature of DNN models pose challenges for energy-effici…