Articles with "cooperative inference" as a keyword



Cooperative Inference of DNNs for Delay- and Memory-Constrained Wireless IoT Systems

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Published in 2022 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2022.3152359

Abstract: This work studies the cooperative inference of deep neural networks (DNNs), in which a memory-constrained end device performs a delay-constrained inference process with an aid of an edge server. Although several works considered the cooperative… read more here.

Keywords: memory constrained; inference; memory; cooperative inference ... See more keywords

SatCooper: Enhancing Cooperative Inference Analytics for Satellite Service via Multi-Exit DNNs

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Published in 2025 at "IEEE Transactions on Mobile Computing"

DOI: 10.1109/tmc.2025.3556457

Abstract: As a key technology of intelligent satellite-enabled services in B5G or 6G networks, deploying Deep Neural Networks (DNN) models on satellites has been a notable trend, catering to the daily demand for extensive computing-intensive and… read more here.

Keywords: satcooper enhancing; exit; cooperative inference; inference ... See more keywords