A Prefetch-Adaptive Intelligent Cache Replacement Policy Based on Machine Learning-Reference-Cited by-同舟云学术

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A Prefetch-Adaptive Intelligent Cache Replacement Policy Based on Machine Learning

Published:2023-03-30 Issue:2 Volume:38 Page:391-404
ISSN:1000-9000
Container-title:Journal of Computer Science and Technology
language:en
Short-container-title:J. Comput. Sci. Technol.

Author:

Yang Hui-Jing,Fang Juan,Cai Min,Cai Zhi

Publisher

Springer Science and Business Media LLC

Subject

Computational Theory and Mathematics,Computer Science Applications,Hardware and Architecture,Theoretical Computer Science,Software

Link

https://link.springer.com/content/pdf/10.1007/s11390-022-1573-3.pdf

Reference22 articles.

1. Zangeneh S, Pruett S, Lym S, Patt Y N. BranchNet: A convolutional neural network to predict hard-to-predict branches. In Proc. the 53rd Annual IEEE/ACM International Symposium on Microarchitecture, Oct. 2020, pp.118–130. DOI: 10.1109/MICRO50266.2020.00022.

2. Teran E, Wang Z, Jiménez D A. Perceptron learning for reuse prediction. In Proc. the 49th Annual IEEE/ACM International Symposium on Microarchitecture, Oct. 2016. DOI: 10.1109/MICRO.2016.7783705.

3. Shi Z, Huang X R, Jain A, Lin C. Applying deep learning to the cache replacement problem. In Proc. the 52nd Annual IEEE/ACM International Symposium on Microarchitecture, Oct. 2019, pp.413–425. DOI: 10.1145/3352460.3358319.

4. Ipek E, Mutlu O, Martínez J F, Caruana R. Self-optimizing memory controllers: A reinforcement learning approach. ACM SIGARCH Computer Architecture News, 2008, 36(3): 39–50. DOI: https://doi.org/10.1145/1394608.1382172.

5. Hallnor E G, Reinhardt S K. A fully associative softwaremanaged cache design. In Proc. the 27th Annual International Symposium on Computer Architecture, Jun. 2000, pp.107–116. DOI: 10.1145/339647.339660.

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3. Collaborative caching relay algorithm based on recursive deep reinforcement learning in mobile vehicle edge network;Ad Hoc Networks;2024-01

4. A Fairness-Aware Prefetching Mechanism based on Reinforcement Learning for Multi-Core Systems;2023 IEEE International Conference on High Performance Computing & Communications, Data Science & Systems, Smart City & Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys);2023-12-17

5. AMPP: An Adaptive Multilayer Perceptron Prefetcher for Irregular Data Prefetching;2023 IEEE International Conference on High Performance Computing & Communications, Data Science & Systems, Smart City & Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys);2023-12-17

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