Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach

Author:

Xiong Guojun1,Wang Shufan1,Yan Gang1,Li Jian1

Affiliation:

1. Suny-Binghamton University

Funder

U.S. Department of Energy

Publisher

IEEE

Reference55 articles.

1. Adaptive Caching Networks with Optimality Guarantees

2. Reinforcement Learning Augmented Asymptotically Optimal Index Policies for Finite-Horizon Restless Bandits;xiong;Proc Of AAAI,2022

3. Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits;wang;Proc of NeurIPS,2020

4. Thompson Sampling in Non-Episodic Restless Bandits;jung;arXiv preprint arXiv 1910 05656,2019

5. Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems;jung;Proc of NeurIPS,2019

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2. Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach;IEEE/ACM Transactions on Networking;2023-10

3. Caching Dynamic Contents via Mortal Restless Bandits;2023 21st International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt);2023-08-24

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