26 citations · 47 across the 6 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
cs.DB2018
Towards a Hands-Free Query Optimizer through Deep Learning
Ryan Marcus, Olga Papaemmanouil
Query optimization remains one of the most important and well-studied problems in database systems. However, traditional query optimizers are complex heuristically-driven systems,…
cs.DB2018
Deep Reinforcement Learning for Join Order Enumeration
Ryan Marcus, Olga Papaemmanouil
Join order selection plays a significant role in query performance. However, modern query optimizers typically employ static join enumeration algorithms that do not receive any fee…