382 citations · 850 across the 10 of their papers we have counts for
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cs.DB2018★ 52 cited
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★ 228 cited
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…