Wen-Yun Ma

Dual-Timescale Control for SDN-Enabled Collaborative Inference

In dynamic edge networks, multi-node collaborative inference often suffers from amplified tail latency due to background traffic competition and node load variations. While existing work focuses on static computation-side optimization, it lacks online control over dynamic network factors. To bridge this gap, we propose...