26 citations · 47 across the 6 of their papers we have counts for
4 papers · 1 filter
SOSD: A Benchmark for Learned Indexes
Andreas Kipf, Ryan Marcus, Alexander van Renen +4
A groundswell of recent work has focused on improving data management systems with learned components. Specifically, work on learned index structures has proposed replacing traditi…
Neo: A Learned Query Optimizer
Ryan Marcus, Parimarjan Negi, Hongzi Mao +5
Query optimization is one of the most challenging problems in database systems. Despite the progress made over the past decades, query optimizers remain extremely complex component…
Plan-Structured Deep Neural Network Models for Query Performance Prediction
Ryan Marcus, Olga Papaemmanouil
Query performance prediction, the task of predicting the latency of a query, is one of the most challenging problem in database management systems. Existing approaches rely on feat…
Flexible Operator Embeddings via Deep Learning
Ryan Marcus, Olga Papaemmanouil
Integrating machine learning into the internals of database management systems requires significant feature engineering, a human effort-intensive process to determine the best way…