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Detecting Logic Bugs of Join Optimizations in DBMS

Summary: Proposes TQS, a testing framework for detecting logic bugs in multi-table joins. DSG generates truth pairs via normalization and bitmap-based results with noise; KQE uses iso-graph discovery, embeddings, and weighted walks to explore join queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6558
Venue
SIGMOD
Year
2023
Pagerank
8.3708191e-05
Overall Rank
2,650 | 81.57%
DOI
10.1145/3588909

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
5,037 Keep It Simple: Testing Databases via Differential Query Plans 2024 SIGMOD 5.7434825e-05
6,137 Detecting Metadata-Related Logic Bugs in Database Systems via Raw Database Construction 2024 VLDB 5.1916986e-05
8,278 Constant Optimization Driven Database System Testing 2025 SIGMOD 4.5435639e-05
8,586 A Demonstration of DLBD: Database Logic Bug Detection System 2023 VLDB 4.4902778e-05
10,036 Testing Graph Databases with Synthesized Queries 2026 SIGMOD 4.1945683e-05
10,067 Detecting Logic Bugs in DBMSs via Equivalent Data Construction 2026 SIGMOD 4.1945683e-05
10,114 SRS: Detecting Logic Bugs of Join Implementation in DBMSs via Set Relation Synthesis 2026 SIGMOD 4.1945683e-05
10,188 One DBMS, Two Modes, and a Bunch of Bugs: Catching Logic Bugs in Distributed DBMSs via Differential Testing 2026 SIGMOD 4.1945683e-05
10,234 Dinkel: State-Aware and Granular Framework for Validating Graph Databases 2026 VLDB 4.1945683e-05
10,485 Finding Logic Bugs in Graph-processing Systems via Graph-cutting 2025 SIGMOD 4.1945683e-05
10,568 QOVIS: Understanding and Diagnosing Query Optimizer via a Visualization-assisted Approach 2025 VLDB 4.1945683e-05
10,578 Fucci: Database Transaction Fuzzing via Random Conflict Construction and Multilevel Constraint Solving 2025 VLDB 4.1945683e-05
10,603 Detecting Schema-Related Logic Bugs in Relational DBMSs via Equivalent Database Construction 2025 VLDB 4.1945683e-05
10,892 Leopard: A General Test Suite for Isolation Level Verification 2024 CIDR 4.1945683e-05
10,995 Understanding and Reusing Test Suites Across Database Systems 2024 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
145 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.0004138408
356 Synthesizing Independent Database Schemas 1979 SIGMOD 0.00026034713
406 Massive Stochastic Testing of SQL 1998 VLDB 0.00024053686
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
536 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00020722862
888 QAGen: Generating Query-Aware Test Databases 2007 SIGMOD 0.00015578618
894 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015556428
934 Flexible Database Generators 2005 VLDB 0.00015227409
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,483 Simple and Realistic Data Generation 2006 VLDB 0.00011720317
2,277 Generating Targeted Queries for Database Testing 2008 SIGMOD 9.1241198e-05
2,358 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 8.9617346e-05
2,614 Generating Thousand Benchmark Queries in Seconds 2004 VLDB 8.4490632e-05
2,891 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 7.954658e-05
3,818 Embedded Functional Dependencies and Data-completeness Tailored Database Design 2019 VLDB 6.7300958e-05
4,459 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.1651553e-05
4,644 A genetic approach for random testing of database systems 2007 VLDB 6.0259936e-05
5,521 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 5.4614637e-05
6,095 QRelX: Generating Meaningful Queries that Provide Cardinality Assurance 2010 SIGMOD 5.2128855e-05
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