"query optimization"

Learned Cost Models for Query Optimization: From Batch to Streaming Systems

Learned cost models (LCMs) have recently gained traction as a promising alternative to traditional cost estimation techniques in data management, offering improved accuracy by capturing complex interactions between queries, data, and runtime …

How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks

Query optimizers traditionally rely on cost models to choose the best execution plan, and while machine learning-based cost models have been proposed to overcome weaknesses of traditional models, limited efforts have been made to investigate how well …