Learning State Representations for Query Optimization with Deep
Reinforcement Learning

Learning State Representations for Query Optimization with Deep Reinforcement Learning

22 March 2018

Magdalena Balazinska

Papers citing "Learning State Representations for Query Optimization with Deep Reinforcement Learning"

13 / 13 papers shown

Title
Information-Theoretic State Variable Selection for Reinforcement Learning Charles Westphal Stephen Hailes Mirco Musolesi 26 3 0 21 Jan 2024
Multi-Agent Join Vahid Ghadakchi Mian Xie Arash Termehchy Bakhtiyar Doskenov Bharghav Srikhakollu Summit Haque Huazheng Wang 20 0 0 21 Dec 2023
JoinGym: An Efficient Query Optimization Environment for Reinforcement Learning Kaiwen Wang Junxiong Wang Yueying Li Nathan Kallus Immanuel Trummer Wen Sun GP 54 2 0 21 Jul 2023
DB-BERT: a Database Tuning Tool that "Reads the Manual" Immanuel Trummer 30 61 0 21 Dec 2021
A Unified Transferable Model for ML-Enhanced DBMS Ziniu Wu Pei Yu Peilun Yang Rong Zhu Yuxing Han Yaliang Li Defu Lian K. Zeng Jingren Zhou 42 31 0 06 May 2021
Efficient Deep Learning Pipelines for Accurate Cost Estimations Over Large Scale Query Workload Johan Kok Zhi Kang S. Tan Feng Cheng Shixuan Sun Bingsheng He 24 26 0 23 Mar 2021
Are We Ready For Learned Cardinality Estimation? Xiaoying Wang Changbo Qu Weiyuan Wu Jiannan Wang Qingqing Zhou 39 113 0 12 Dec 2020
Consistent and Flexible Selectivity Estimation for High-Dimensional Data Yaoshu Wang Chuan Xiao Jianbin Qin Rui Mao Onizuka Makoto Wei Wang Rui Zhang Yoshiharu Ishikawa 33 14 0 20 May 2020
Wield: Systematic Reinforcement Learning With Progressive Randomization Michael Schaarschmidt Kai Fricke Eiko Yoneki 24 2 0 15 Sep 2019
Deep Unsupervised Cardinality Estimation Zongheng Yang Eric Liang Amog Kamsetty Chenggang Wu Yan Duan Peter Chen Pieter Abbeel J. M. Hellerstein S. Krishnan Ion Stoica 27 203 0 10 May 2019
Approximate Query Processing using Deep Generative Models Saravanan Thirumuruganathan Shohedul Hasan Nick Koudas Gautam Das 43 50 0 24 Mar 2019
Flexible Operator Embeddings via Deep Learning Ryan Marcus Olga Papaemmanouil 8 4 0 25 Jan 2019
Deep Reinforcement Learning for Join Order Enumeration Ryan Marcus Olga Papaemmanouil 27 231 0 28 Feb 2018