Applying deep learning to the cache replacement problem

Z Shi, X Huang, A Jain, C Lin - Proceedings of the 52nd Annual IEEE …, 2019 - dl.acm.org
… , much like existing predictors for cache replacement [20, 29, … cache replacement as a
sequence labeling problem, where … the accessed data should be cached or not (see Figure 2). We …

An imitation learning approach for cache replacement

E Liu, M Hashemi, K Swersky… - International …, 2020 - proceedings.mlr.press
… depends on increasing cache hits, as cache hits are orders of magnitude faster than misses.
To increase cache hits, we focus on the problem of cache replacement: choosing which …

Learning cache replacement with {CACHEUS}

LV Rodriguez, F Yusuf, S Lyons, E Paz… - … USENIX Conference on …, 2021 - usenix.org
… and attractive approaches for solving classic problems in computing systems. For storage
systems, cache replacement is one such problem because of its enormous impact on perfor…

Designing a cost-effective cache replacement policy using machine learning

S Sethumurugan, J Yin, J Sartori - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
… design problems, we use ML as an offline tool to design a cost-effective cache replacement
… For the cache replacement problem targeted in this work, we have the following insights. 1) …

[图书][B] Cache replacement policies

A Jain, C Lin - 2019 - books.google.com
cache replacement problem. Our taxonomy is built on the observation that cache replacement
policies solve a prediction problem, … should be allowed to stay in cache. This decision is re-…

CacheQuery: learning replacement policies from hardware caches

P Vila, P Ganty, M Guarnieri, B Köpf - Proceedings of the 41st ACM …, 2020 - dl.acm.org
… However, only few authors have approached the problem of inferring replacement policies …
automata to infer cache replacement policies. The approach learns replacement policies with …

P-opt: Practical optimal cache replacement for graph analytics

V Balaji, N Crago, A Jaleel… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
… The main contribution of this work is P-OPT, a transposebased cache replacement policy
and … Moreover, streaming engine latency is not a performance problem because epoch …

Proof of Optimality based on Greedy Algorithm for Offline Cache Replacement Algorithm.

S Srivastava, PK Singh - International Journal of Next …, 2022 - search.ebscohost.com
Replacement algorithms, however, deserve analysis because they are based on a variety of
… a new replacement algorithm named Greedy Weight-based Cache Replacement Algorithm (…

Dynamic caching content replacement in base station assisted wireless D2D caching networks

MC Lee, H Feng, AF Molisch - IEEE Access, 2020 - ieeexplore.ieee.org
… ) assisted wireless D2D caching networks by exploiting the … , we formulate a caching content
replacement problem, with the … the replacement problem in wireless D2D caching networks …

Adaptive priority-based cache replacement and prediction-based cache prefetching in edge computing environment

C Li, M Song, S Du, X Wang, M Zhang, Y Luo - Journal of Network and …, 2020 - Elsevier
… and replacement cost to make the cache replacement decision… in-depth research on the
cache replacement. However, most … at the problems existing in the existing cache replacement