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Lin Ma
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Self-Driving Database Management Systems.
A Pavlo, G Angulo, J Arulraj, H Lin, J Lin, L Ma, P Menon, TC Mowry, ...
CIDR 4, 1, 2017
3492017
Query-based workload forecasting for self-driving database management systems
L Ma, D Van Aken, A Hefny, G Mezerhane, A Pavlo, GJ Gordon
Proceedings of the 2018 International Conference on Management of Data, 631-645, 2018
2492018
Reducing the storage overhead of main-memory OLTP databases with hybrid indexes
H Zhang, DG Andersen, A Pavlo, M Kaminsky, L Ma, R Shen
Proceedings of the 2016 International Conference on Management of Data, 1567 …, 2016
1612016
Parallel subgraph listing in a large-scale graph
Y Shao, B Cui, L Chen, L Ma, J Yao, N Xu
Proceedings of the 2014 ACM SIGMOD international conference on Management of …, 2014
1422014
Active learning for ML enhanced database systems
L Ma, B Ding, S Das, A Swaminathan
Proceedings of the 2020 ACM SIGMOD International Conference on Management of …, 2020
612020
External vs. internal: an essay on machine learning agents for autonomous database management systems
A Pavlo, M Butrovich, A Joshi, L Ma, P Menon, D Van Aken, L Lee, ...
IEEE bulletin 42 (2), 2019
422019
MB2: decomposed behavior modeling for self-driving database management systems
L Ma, W Zhang, J Jiao, W Wang, M Butrovich, WS Lim, P Menon, A Pavlo
Proceedings of the 2021 International Conference on Management of Data, 1248 …, 2021
412021
Page: a partition aware engine for parallel graph computation
Y Shao, B Cui, L Ma
IEEE Transactions on Knowledge and Data Engineering 27 (2), 518-530, 2014
372014
Make your database system dream of electric sheep: towards self-driving operation
A Pavlo, M Butrovich, L Ma, P Menon, WS Lim, D Van Aken, W Zhang
Proceedings of the VLDB Endowment 14 (12), 3211-3221, 2021
332021
Permutable compiled queries: dynamically adapting compiled queries without recompiling
P Menon, A Ngom, L Ma, TC Mowry, A Pavlo
Proceedings of the VLDB Endowment 14 (2), 2020
322020
Larger-than-memory data management on modern storage hardware for in-memory OLTP database systems
L Ma, J Arulraj, S Zhao, A Pavlo, SR Dulloor, MJ Giardino, J Parkhurst, ...
Proceedings of the 12th International Workshop on Data Management on New …, 2016
302016
Page: A partition aware graph computation engine
Y Shao, J Yao, B Cui, L Ma
Proceedings of the 22nd ACM international conference on Information …, 2013
132013
Everything is a transaction: Unifying logical concurrency control and physical data structure maintenance in database management systems
L Zhang, M Butrovich, T Li, A Pavlo, Y Nannapaneni, J Rollinson, ...
CIDR, 2021
112021
Predictive indexing
J Arulraj, R Xian, L Ma, A Pavlo
arXiv preprint arXiv:1901.07064, 2019
102019
Tastes great! Less filling! High performance and accurate training data collection for self-driving database management systems
M Butrovich, WS Lim, L Ma, J Rollinson, W Zhang, Y Xia, A Pavlo
Proceedings of the 2022 International Conference on Management of Data, 617-630, 2022
92022
Database gyms
WS Lim, M Butrovich, W Zhang, A Crotty, L Ma, P Xu, J Gehrke, A Pavlo
Conference on Innovative Data Systems Research, 2023
62023
Filter representation in vectorized query execution
A Ngom, P Menon, M Butrovich, L Ma, WS Lim, TC Mowry, A Pavlo
Proceedings of the 17th International Workshop on Data Management on New …, 2021
62021
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs
N Deng, Z Sun, R He, A Sikka, Y Chen, L Ma, Y Zhang, R Mihalcea
ACL 2024 Findings, 2024
4*2024
Self-Driving Database Management Systems: Forecasting, Modeling, and Planning
L Ma
Carnegie Mellon University, 2021
32021
Leveraging query executions to improve index recommendations
B Ding, S Das, S Chaudhuri, VR Narasayya, R Marcus, L Ma, ...
US Patent 11,138,266, 2021
22021
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