Search Results for author: Vincent Poor

Found 2 papers, 0 papers with code

Goal-Oriented Quantization: Analysis, Design, and Application to Resource Allocation

no code implementations30 Sep 2022 Hang Zou, Chao Zhang, Samson Lasaulce, Lucas Saludjian, Vincent Poor

The task is modeled by the minimization problem of a general goal function $f(x;g)$ for which the decision $x$ has to be taken from a quantized version of the parameters $g$.

Quantization

Learning from Peers: Deep Transfer Reinforcement Learning for Joint Radio and Cache Resource Allocation in 5G RAN Slicing

no code implementations16 Sep 2021 Hao Zhou, Melike Erol-Kantarci, Vincent Poor

In this paper, we propose a deep transfer reinforcement learning (DTRL) scheme for joint radio and cache resource allocation to serve 5G RAN slicing.

Fairness Management +4

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