G Qiao, S Leng, S Maharjan, Y Zhang… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… , we design a deepreinforcement learning (DRL)-based cooperative caching scheme to … Particularly, we leverage a deep deterministic policy gradient (DDPG) learning algorithm to …
L Li, Y Xu, J Yin, W Liang, X Li… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… cachecontent or resource allocation, this article comprehensively focuses on the jointly content placement and content delivery policy of cache… the users’ mobility and content popularity. …
C Zhong, MC Gursoy… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… , we study contentcaching at the wireless network edge using a deepreinforcement learning … In particular, we propose deep actorcritic reinforcement learning based policies for both …
Y Dai, D Xu, K Zhang, S Maharjan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… for intelligent and secure contentcaching. We first propose a blockchain empowered distributed contentcaching framework where vehicles perform contentcaching and base stations …
P Wu, J Li, L Shi, M Ding, K Cai… - IEEE Communications …, 2019 - ieeexplore.ieee.org
… In the content update phase, we propose to update the BS cache by taking into account both the newly fetched contents and its cache in current time slot. The BS first evicts or retains …
H Zhou, T Wu, H Zhang, J Wu - IEEE Journal on Selected Areas …, 2021 - ieeexplore.ieee.org
… -driven D2D offloading and contentcaching process is … Content Service Provider (CSP). To solve the optimization problem, the contentcaching method based on a DeepReinforcement …
A Sadeghi, G Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… s content delivery networks such as Akamai [32], have tree network structures. Accounting for the hierarchy of caches … Joint routing and innetwork contentcaching in a hierarchical cache …
D Qiao, S Guo, D Liu, S Long… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… proactive contentcaching (FPC) can alleviate the matter by placing content in local cache to … -efficient FPC policy to improve the contentcaching efficiency and reduce the resources …
… a set of video content to cache for each decision. To address this problem, we define the output space of each actor network as the caching probability of each content and the top Ce …