2 papers
cs.NI2026
Design Insights into Partition Placement and Routing for DNN Inference in Multi-Hop Edge Networks
Jinkun Zhang, Poonam Yadav
Partitioned DNN inference is a promising approach for latency-sensitive intelligent services in edge networks, since it allows different parts of a model to be executed across end…
cs.NI2025
Delay-optimal Congestion-aware Routing and Computation Offloading in Arbitrary Network
Jinkun Zhang, Yuezhou Liu, Edmund Yeh
Emerging edge computing paradigms enable heterogeneous devices to collaborate on complex computation applications. However, for arbitrary heterogeneous edge networks, delay-optimal…