1 citations · 2 across the 9 of their papers we have counts for
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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…
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…
Delay-Optimal Forwarding and Computation Offloading for Service Chain Tasks
Jinkun Zhang, Yuezhou Liu, Edmund Yeh
Emerging edge computing paradigms enable heterogeneous devices to collaborate on complex computation applications. However, for congestible links and computing units, delay-optimal…
LOAM: Low-latency Communication, Caching, and Computation Placement in Data-Intensive Computing Networks
Jinkun Zhang, Edmund Yeh
Deploying data- and computation-intensive applications such as large-scale AI into heterogeneous dispersed computing networks can significantly enhance application performance by m…
Congestion-aware routing and content placement in elastic cache networks
Jinkun Zhang, Edmund Yeh
Caching can be leveraged to significantly improve network performance and mitigate congestion. However, characterizing the optimal tradeoff between routing cost and cache deploymen…
Result and Congestion Aware Optimal Routing and Partial Offloading in Collaborative Edge Computing
Jinkun Zhang, Yuezhou Liu, Edmund Yeh
Collaborative edge computing (CEC) is an emerging paradigm where heterogeneous edge devices (stakeholders) collaborate to fulfill computation tasks, such as model training or video…