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Hit the Gym: Accelerating Query Execution to efficiently Bootstrap Behavior Models for Self-Driving
Database Management Systems
Wan Shen Lim, Lin Ma, William Zhang, Matthew Butrovich, Samuel Arch, and Andrew Pavlo
VLDB 2024
[pdf]
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Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs
Naihao Deng, Zhenjie Sun, Ruiqi He, Aman Sikka, Yulong Chen, Lin Ma, Yue Zhang, and Rada Mihalcea
ACL Findings 2024
[pdf]
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Database Gyms
Wan Shen Lim, Matthew Butrovich, William Zhang, Andrew Crotty, Lin Ma, Peijing Xu, Johannes
Gehrke, and Andrew Pavlo
CIDR 2023
[pdf]
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Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems
Matthew Butrovich, Wan Shen Lim , Lin Ma, John Rollinson, William Zhang, Yu Xia, Andrew Pavlo
SIGMOD 2022
[pdf]
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MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems
Lin Ma, William Zhang, Jie Jiao, Wuwen Wang, Matthew Butrovich,
Wan Shen Lim, Prashanth Menon, Andrew Pavlo
SIGMOD 2021
[pdf]
[short video]
[long video]
[code]
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Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation
Andrew Pavlo, Matthew Butrovich, Lin Ma, Prashanth Menon, Wan Shen Lim, Dana Van Aken, William Zhang
VLDB 2021
[pdf]
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Filter Representation in Vectorized Query Execution
Amadou Ngom, Prashanth Menon, Matthew Butrovich, Lin Ma, Wan Shen Lim, Todd C Mowry, Andrew Pavlo
DAMON 2021
[pdf]
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Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in
Database Management Systems
Ling Zhang, Matthew Butrovich, Tianyu Li, Andrew Pavlo, Yash Nannapaneni, John Rollinson, Huanchen Zhang, Ambarish
Balakumar, Daniel Biales, Ziqi Dong, Emmanuel J Eppinger, Jordi E Gonzalez, Wan Shen Lim, Jianqiao Liu, Lin Ma,
Prashanth Menon, Soumil Mukherjee, Tanuj Nayak, Amadou Ngom, Dong Niu, Deepayan Patra, Poojita Raj, Stephanie Wang,
Wuwen Wang, Yao Yu, William Zhang
CIDR 2021
[pdf]
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Active Learning for ML Enhanced Database Systems
Lin Ma, Bailu Ding, Sudipto Das, Adith Swaminathan
SIGMOD 2020
[pdf][slides]
[poster][video]
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Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling
Prashanth Menon, Amadou Ngom, Lin Ma, Todd C. Mowry, Andrew Pavlo
VLDB 2020
[pdf]
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External vs. Internal: An Essay on Machine Learning Agents for Autonomous Database Management Systems
Andrew Pavlo, Matthew Butrovich, Ananya Joshi, Lin Ma, Prashanth Menon, Dana Van Aken, Lisa Lee, Ruslan
Salakhutdinov
TCDE Bulletin 2019
[pdf]
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Query-based Workload Forecasting for Self-Driving Database Management Systems
Lin Ma, Dana Van Aken, Ahmed Hefny, Gustavo Mezerhane, Andrew Pavlo, Geoffrey J. Gordon
SIGMOD 2018
[pdf][slides]
[code]
[poster][video]
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Self-Driving Database Management Systems
Andrew Pavlo, Gustavo Angulo, Joy Arulraj, Haibin Lin, Jiexi Lin, Lin Ma, Prashanth
Menon, Todd C Mowry, Matthew Perron, Ian Quah, et al.
CIDR 2017
[pdf]
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Larger-than-Memory Data Management on Modern Storage Hardware for In-Memory OLTP Database Systems
Lin Ma, Joy Arulraj, Sam Zhao, Andrew Pavlo, Subramanya R. Dulloor, Michael J. Giardino, Jeff Parkhurst, Jason L. Gardner, Kshitij Doshi, Stanley Zdonik
DAMON 2016
[pdf][slides][code]
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Reducing the storage overhead of main-memory OLTP databases with hybrid indexes
Huanchen Zhang, David G Andersen, Andrew Pavlo, Michael Kaminsky, Lin Ma, Rui Shen
SIGMOD 2016
[pdf]
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PAGE: A Partition Aware Engine for Parallel Graph Computation
Yingxia Shao, Bin Cui, Lin Ma
TKDE 2015
[pdf]
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Parallel Subgraph Listing in a Large-Scale Graph
Yingxia Shao, Bin Cui, Lei Chen, Lin Ma, Junjie Yao, Ning Xu
SIGMOD 2014
[pdf]
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PAGE: A Partition Aware Graph Computation Engine
Yingxia Shao, Junjie Yao, Bin Cui, Lin Ma
CIKM 2013
[pdf]
