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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
13468
Venue
VLDB
Year
2023
Pagerank
5.093636e-05
Overall Rank
11,499 | 21.11%
DOI
10.14778/3611540.3611635

Incoming Non-self Citations Over Time

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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 0.0024089429
17 Provenance Semirings 2007 PODS 0.00059843817
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
910 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013285905
1,829 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.6671311e-05
3,172 Demonstration of the Cosette Automated SQL Prover 2017 SIGMOD 7.6679093e-05
4,599 Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications 2018 SIGMOD 6.6122875e-05
4,733 Interactive Query Synthesis from Input-Output Examples 2017 SIGMOD 6.5335361e-05
4,991 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 6.410552e-05
5,098 LightDB: A DBMS for Virtual Reality Video 2018 VLDB 6.3652221e-05
5,265 New Directions in Cloud Programming 2021 CIDR 6.2941668e-05
6,914 Keep CALM and CRDT On 2023 VLDB 5.7404469e-05
9,144 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.315132e-05
9,561 Leveraging Application Data Constraints to Optimize Database-Backed Web Applications 2023 VLDB 5.2528121e-05
9,966 Generating Application-Specific Data Layouts for In-memory Databases 2019 VLDB 5.1870939e-05
11,739 View-Driven Optimization of Database-Backed Web Applications 2020 CIDR 5.093636e-05
11,783 Demonstration of Chestnut: An In-memory Data Layout Designer for Database Applications 2020 SIGMOD 5.093636e-05
11,986 VisualCloud Demonstration: A DBMS for Virtual Reality 2017 SIGMOD 5.093636e-05
13,459 Demonstration of Apperception: A Database Management System for Geospatial Video Data 2021 VLDB -
13,531 Optimizing Data-Intensive Applications Automatically By Leveraging Parallel Data Processing Frameworks 2017 SIGMOD -
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