crossrefMachine Learning and Knowledge Extraction2025-10-13Cited by 2
Learning to Partition: Dynamic Deep Neural Network Model Partitioning for Edge-Assisted Low-Latency Video Analytics
Yan Lyu, Likai Liu, Xuezhi Wang, Zhiyu Fan, Jinchen Wang, Guanyu Gao
In edge-assisted low-latency video analytics, a critical challenge is balancing on-device inference latency against the high bandwidth costs and network delays of offloading. Ineffectively managing this trade-off degrades performance and hinders critical applications like autonom…