2 papers
cs.NI2026
Joint Optimization of DNN Model Caching and Request Routing in Mobile Edge Computing
Shuting Qiu, Fang Dong, Siyu Tan +4
Mobile edge computing (MEC) can pre-cache deep neural networks (DNNs) near end-users, providing low-latency services and improving users' quality of experience (QoE). However, cach…
cs.LG2025
AutoTailor: Automatic and Efficient Adaptive Model Deployment for Diverse Edge Devices
Mengyang Liu, Chenyu Lu, Haodong Tian +7
On-device machine learning (ML) has become a fundamental component of emerging mobile applications. Adaptive model deployment delivers efficient inference for heterogeneous device…