Query by Output

Summary: Query By Output (QBO) derives instance-equivalent queries Q' from Q(D) with a data-driven, classification-based approach that handles at-least-one semantics. It introduces optimizations and utility-based ranking to achieve scalable, robust generation across real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4145
Venue: SIGMOD
Year: 2009
Pagerank: 0.00021974699
Overall Rank: 492 | 96.58%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,057	Cosette: An Automated Prover for SQL	2017	CIDR	0.0001439886
1,125	How to ConQueR Why-Not Questions	2010	SIGMOD	0.00013845652
1,509	Discovering Queries based on Example Tuples	2014	SIGMOD	0.00011612727
1,552	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011408814
1,572	Reverse Engineering Complex Join Queries	2013	SIGMOD	0.00011298251
2,025	Keyword++: A Framework to Improve Keyword Search Over Entity Databases	2010	VLDB	9.7462452e-05
2,576	S4: Top-k Spreadsheet-Style Search for Query Discovery	2015	SIGMOD	8.5112408e-05
2,649	Explaining Query Answers with Explanation-Ready Databases	2016	VLDB	8.3719123e-05
2,717	REGAL+: Reverse Engineering SPJA Queries	2018	VLDB	8.2425675e-05
2,750	Learning and Verifying Quantified Boolean Queries by Example	2013	PODS	8.176296e-05
2,982	FastQRE: Fast Query Reverse Engineering	2018	SIGMOD	7.7801984e-05
3,188	Gestural Query Specification	2014	VLDB	7.4117439e-05
3,230	Learning Semantic String Transformations from Examples	2012	VLDB	7.339123e-05
3,340	Toward Computational Fact-Checking	2014	VLDB	7.2030091e-05
3,663	Reverse Engineering Aggregation Queries	2017	VLDB	6.8647221e-05
3,684	SPARQLByE: Querying RDF data by example	2016	VLDB	6.8465042e-05
4,636	Reverse Engineering SPJ-Queries from Examples	2017	PODS	6.0303761e-05
4,758	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9422515e-05
4,980	Interactive Query Synthesis from Input-Output Examples	2017	SIGMOD	5.7873101e-05
5,275	Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples	2023	VLDB	5.5905507e-05
5,383	Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search	2021	VLDB	5.5393038e-05
5,644	FluxQuery: An Execution Framework for Highly Interactive Query Workloads	2016	SIGMOD	5.3924275e-05
5,649	Query Refinement for Diverse Top-k Selection	2024	SIGMOD	5.3911246e-05
6,643	Query Refinement for Diversity Constraint Satisfaction	2024	VLDB	4.9786132e-05
8,344	Exploring the Data Wilderness through Examples	2019	SIGMOD	4.5428111e-05
9,076	DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis	2018	SIGMOD	4.401804e-05
9,696	The Data Interaction Game	2018	SIGMOD	4.3023337e-05
10,598	Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence	2025	VLDB	4.1945683e-05
11,294	Erica: Query Refinement for Diversity Constraint Satisfaction	2023	VLDB	4.1945683e-05
11,592	SPARQL Rewriting: Towards Desired Results	2020	SIGMOD	4.1945683e-05
11,871	Exploring Databases via Reverse Engineering Ranking Queries with PALEO	2016	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
257	Making Database Systems Usable	2007	SIGMOD	0.00030223397
372	Selectivity Estimation using Probabilistic Models	2001	SIGMOD	0.00025354779
809	Curated Databases	2008	PODS	0.00016430384
888	QAGen: Generating Query-Aware Test Databases	2007	SIGMOD	0.00015578618
1,908	Information-Theoretic Tools for Mining Database Structure from Large Data Sets	2004	SIGMOD	0.00010126101
2,277	Generating Targeted Queries for Database Testing	2008	SIGMOD	9.1241198e-05
3,426	Discovering Topical Structures of Databases	2008	SIGMOD	7.1063105e-05
3,760	Output Perturbation with Query Relaxation	2008	VLDB	6.7805033e-05
4,107	Exploiting Constraint-Like Data Characterizations in Query Optimization	2001	SIGMOD	6.4448692e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,425	Scalable Approximate Query Processing With The DBO Engine	2007	SIGMOD	0.00012051353
2,346	Multi-objective Query Processing for Database Systems	2004	VLDB	8.9919258e-05
7,468	Boolean + Ranking: Querying a Database by K-Constrained Optimization	2006	SIGMOD	4.7210446e-05
74	Efficient Query Evaluation on Probabilistic Databases	2004	VLDB	0.00057857292
2,096	Automatic Categorization of Query Results	2004	SIGMOD	9.5498009e-05
4,038	Querying Complex Structured Databases	2007	VLDB	6.5082212e-05
8,954	Understanding Queries by Conditional Instances	2022	SIGMOD	4.4221863e-05
684	Towards a Robust Query Optimizer: A Principled and Practical Approach	2005	SIGMOD	0.00018179769
380	Querying Database Knowledge	1990	SIGMOD	0.00024933189
1,258	Ordering the Attributes of Query Results	2006	SIGMOD	0.00013013676