Machine Learning for Fine-Grained Hardware Prefetcher Control

Author:

Hiebel Jason1,Brown Laura E.1,Wang Zhenlin1

Affiliation:

1. Department of Computer Science, Michigan Technological University, Houghton, Michigan, USA

Funder

National Science Foundation

Publisher

ACM

Reference22 articles.

1. The Nonstochastic Multiarmed Bandit Problem

2. The offset tree for learning with partial labels

3. Christian Bienia. 2011. Benchmarking Modern Multiprocessors. Ph.D. Dissertation. Princeton University. Christian Bienia. 2011. Benchmarking Modern Multiprocessors. Ph.D. Dissertation. Princeton University.

4. Coordinated control of multiple prefetchers in multi-core systems

5. SPEC CPU2006 benchmark descriptions

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1. RL-CoPref: a reinforcement learning-based coordinated prefetching controller for multiple prefetchers;The Journal of Supercomputing;2024-02-27

2. 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

3. Reinforcement Learning Based Prefetch-Control Mechanism;2023 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS);2023-11-19

4. A Reinforcement Learning Approach to Optimize Cache Prefetcher Aggressiveness at Run-Time;2023 Tenth International Conference on Software Defined Systems (SDS);2023-10-23

5. A prefetch control strategy based on improved hill-climbing method in asymmetric multi-core architecture;The Journal of Supercomputing;2023-02-11

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