A Reinforcement Learning Approach to Optimize Cache Prefetcher Aggressiveness at Run-Time.
Matthew Joseph AdilettaFarah FargoMitch DiamondJack AdilettaOlivier FranzaSimon SteelyPublished in: SDS (2023)
Keyphrases
- reinforcement learning
- prefetching
- cache replacement
- hit rate
- response time
- function approximation
- access patterns
- web documents
- model free
- optimal policy
- web caching
- state space
- transfer learning
- caching scheme
- data access
- hit ratio
- real time
- main memory
- markov decision processes
- temporal difference learning
- multi agent
- policy search
- cache management
- learning algorithm