A buffer manager that treats page replacement as a contextual bandit, with regret guarantees against the best fixed policy in hindsight.
Paper VLDB 2025 DBMS
Adaptive Buffer Pools via Bandit Feedback
Cite this paper
Adaptive Buffer Pools via Bandit Feedback
@inproceedings{demir2025ada,
title = {Adaptive Buffer Pools via Bandit Feedback},
author = {Aylin Demir and Jihoon Park and Sasha Volkov},
booktitle = {VLDB 2025},
year = {2025}
}