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Towards Auto-Generated Data Systems

Summary: Proposes automating DBMS construction and optimization via auto-generated data systems, centering automation on three mandatory aspects: user specification, code generation, and result validation. Demonstrates feasibility with a video-processing case study and sketches research directions. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
ha50e13858192fd5a
Venue
VLDB
Year
2023
Pagerank
4.9605343e-05
Overall Rank
11,858 | 20.52%
DOI
10.14778/3611540.3611635
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{cheung_vldb23,
        title = {{Towards Auto-Generated Data Systems}},
        author = {Cheung, Alvin and Ahmad, Maaz Bin Safeer and Haynes, Brandon and Kittivorawong, Chanwut and Laddad, Shadaj and Liu, Xiaoxuan and Wang, Chenglong and Yan, Cong},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {12},
        pages = {4116--4129},
        doi = {10.14778/3611540.3611635},
        url = {https://doi.org/10.14778/3611540.3611635},
        year = {2023}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0023948467
17 Provenance Semirings 2007 PODS 0.00059660827
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
787 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013959502
1,678 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.8966017e-05
3,194 Demonstration of the Cosette Automated SQL Prover 2017 SIGMOD 7.5310063e-05
4,670 Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications 2018 SIGMOD 6.4607221e-05
4,857 Interactive Query Synthesis from Input-Output Examples 2017 SIGMOD 6.3653978e-05
5,030 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 6.2951049e-05
5,183 LightDB: A DBMS for Virtual Reality Video 2018 VLDB 6.2236736e-05
5,400 New Directions in Cloud Programming 2021 CIDR 6.1336615e-05
5,515 Keep CALM and CRDT On 2023 VLDB 6.0864968e-05
5,883 Leveraging Application Data Constraints to Optimize Database-Backed Web Applications 2023 VLDB 5.9423067e-05
9,333 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.1795582e-05
10,195 Generating Application-Specific Data Layouts for In-memory Databases 2019 VLDB 5.0516135e-05
12,092 View-Driven Optimization of Database-Backed Web Applications 2020 CIDR 4.9605343e-05
12,135 Demonstration of Chestnut: An In-memory Data Layout Designer for Database Applications 2020 SIGMOD 4.9605343e-05
12,333 VisualCloud Demonstration: A DBMS for Virtual Reality 2017 SIGMOD 4.9605343e-05
13,818 Demonstration of Apperception: A Database Management System for Geospatial Video Data 2021 VLDB -
13,889 Optimizing Data-Intensive Applications Automatically By Leveraging Parallel Data Processing Frameworks 2017 SIGMOD -
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