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 | 357 | 2017 |
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 | 252 | 2018 |
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 | 163 | 2016 |
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 | 142 | 2014 |
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 | 64 | 2020 |
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 | 47 | 2021 |
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 | 45 | 2019 |
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 | 37 | 2021 |
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 | 37 | 2014 |
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 | 33 | 2020 |
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 | 30 | 2016 |
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 | 13 | 2013 |
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 | 12 | 2022 |
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 | 12 | 2021 |
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 | 10 | 2023 |
Predictive indexing J Arulraj, R Xian, L Ma, A Pavlo arXiv preprint arXiv:1901.07064, 2019 | 10 | 2019 |
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 | 7 | 2021 |
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 | 4 | 2021 |
Self-Driving Database Management Systems: Forecasting, Modeling, and Planning L Ma Carnegie Mellon University, 2021 | 3 | 2021 |
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 Findings of the Association for Computational Linguistics ACL 2024, 407-426, 2024 | 1 | 2024 |