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Resource Allocation for Multiuser Edge Inference With ...
IEEE Xplore
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由 Z Liu 著作2023被引用 40 次 — In this work, we study optimal C2 resource allocation with batching and early exiting, which is an NP-complete integer programming problem.
Resource Allocation for Multiuser Edge Inference with ...
arXiv
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arXiv
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由 Z Liu 著作2022被引用 5 次 — In this work, we study optimal \text{C}^\text{2} resource allocation with batching and early exiting, which is an NP-complete integer programming problem.
Resource Allocation for Multiuser Edge Inference with ...
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由 Z Liu 著作2023被引用 40 次 — This work opens up the direction of resource allocation for efficient multiuser edge inference with batching and early exiting. Several issues warrant ...
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Resource Allocation for Multiuser Edge Inference With ...
ResearchGate
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ResearchGate
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2024年10月22日 — Batching groups multiple tasks into a single batch for parallel processing to reduce time-consuming memory access and thereby boosts the ...
Resource Allocation for Multiuser Edge Inference With ...
ACM Digital Library
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由 Z Liu 著作2023被引用 40 次 — In this work, we study optimal C2 resource allocation with batching and early exiting, which is an NP-complete integer programming problem. A set of efficient ...
Resource Allocation for Multiuser Edge Inference with ...
ResearchGate
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2024年9月6日 — Batching groups multiple tasks into one batch for parallel processing to reduce time-consuming memory access and thereby boosts the throughput ( ...
Zhiyan Liu
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Resource allocation for multiuser edge inference with batching and early exiting. Z Liu, Q Lan, K Huang. IEEE Journal on Selected Areas in Communications 41 (4) ...
PUBLICATIONS | WirelessLab
The University of Hong Kong (HKU)
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The University of Hong Kong (HKU)
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Huang, "Resource Allocation for Multiuser Edge Inference with Batching and Early Exiting," IEEE J. Sel. Areas in Commun. vol. 41, no. 4, pp. 1186-1200 ...
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6G@HK
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... Resource Allocation for Batched Multiuser Edge Inference with Early Exiting,” in Proc. IEEE International Workshop on Signal Processing Advances in Wireless ...
Optimizing Resource Allocation for Multiuser Edge Inference
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2024年4月2日 — Delve into efficient strategies for resource allocation in multiuser edge inference, with a special emphasis on batching and early exiting ...