2 papers
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…
cs.NI2025
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…