Jan 17, 2023 · We devise a feedback delay-tolerant proactive caching scheme (FLASH) based on FL in which each user utilizes hybrid filtering on stacked autoencoders to train ...
Mar 3, 2023 · Experimental results indicate that FLASH can effectively handle feedback delay and outperform counterpart algorithms in cache efficiency. Index ...
One critical issue in edge caching is file popularity prediction. The federated learning (FL) based distributed algorithm is used to predict file popularity, ...
This paper proposes a distributed proactive caching scheme at the edge to optimize the content retrieval cost and improve the QoE of the mobile users.
Feedback Delay-Tolerant Proactive Caching Scheme Based on Federated Learning at the Wireless Edge. Article. Full-text available. Mar 2023. Na Lin · Yamei ...
This research mainly focuses on the design of learning-based caching schemes to improve caching efficiency and protect user privacy in various modern networks.
Caching contents at the edge of network is considered to be a cost-effective solution to cope with ongoing traffic growth and address the backhaul ...
The FPCC is based on a hierarchical architecture in which the server aggregates the users' updates using federated averaging, and each user performs training on.
Missing: Feedback Tolerant
Feb 11, 2022 · In this paper, we design an Information-Centric Network (ICN) with mobility-aware proactive caching scheme to provide delay-sensitive services on IoV networks.
Proactive content caching in edge computing environment: A review
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Sep 23, 2021 · Designing appropriate proactive caching techniques can improve metrics such as cache hit probability, spectrum efficiency, energy efficiency, ...
Missing: Feedback Tolerant