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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
13281
Venue
VLDB
Year
2023
Pagerank
4.1905499e-05
Overall Rank
11,302 | 21.46%
DOI
10.14778/3611540.3611635

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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 0.0040465394
31 Provenance Semirings 2007 PODS 0.00078516827
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
1,056 Cosette: An Automated Prover for SQL 2017 CIDR 0.00014391317
2,097 Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries 2018 VLDB 9.5439744e-05
3,430 Demonstration of the Cosette Automated SQL Prover 2017 SIGMOD 7.0985442e-05
4,676 Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications 2018 SIGMOD 5.9992323e-05
4,982 Interactive Query Synthesis from Input-Output Examples 2017 SIGMOD 5.7817493e-05
5,038 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 5.7376543e-05
5,296 LightDB: A DBMS for Virtual Reality Video 2018 VLDB 5.5776987e-05
5,623 New Directions in Cloud Programming 2021 CIDR 5.4050025e-05
6,831 Keep CALM and CRDT On 2023 VLDB 4.9077892e-05
9,129 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 4.3861016e-05
9,416 Leveraging Application Data Constraints to Optimize Database-Backed Web Applications 2023 VLDB 4.3399748e-05
9,818 Generating Application-Specific Data Layouts for In-memory Databases 2019 VLDB 4.2733415e-05
11,546 View-Driven Optimization of Database-Backed Web Applications 2020 CIDR 4.1905499e-05
11,591 Demonstration of Chestnut: An In-memory Data Layout Designer for Database Applications 2020 SIGMOD 4.1905499e-05
11,789 VisualCloud Demonstration: A DBMS for Virtual Reality 2017 SIGMOD 4.1905499e-05
13,270 Demonstration of Apperception: A Database Management System for Geospatial Video Data 2021 VLDB -
13,343 Optimizing Data-Intensive Applications Automatically By Leveraging Parallel Data Processing Frameworks 2017 SIGMOD -
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