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05/28/2022
Multi-agent Databases via Independent Learning
Machine learning is rapidly being used in database research to improve t...
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07/21/2020
Buffer Pool Aware Query Scheduling via Deep Reinforcement Learning
In this extended abstract, we propose a new technique for query scheduli...
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04/07/2019
Neo: A Learned Query Optimizer
Query optimization is one of the most challenging problems in database s...
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01/31/2019
Plan-Structured Deep Neural Network Models for Query Performance Prediction
Query performance prediction, the task of predicting the latency of a qu...
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01/25/2019
Flexible Operator Embeddings via Deep Learning
Integrating machine learning into the internals of database management s...
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09/26/2018
Towards a Hands-Free Query Optimizer through Deep Learning
Query optimization remains one of the most important and well-studied pr...
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02/28/2018