GEqO: ML-Accelerated Semantic Equivalence Detection

Summary: GEqO: ML-accelerated semantic equivalence for analytics. Two ML filters prune non-equivalents; semi-supervised learning and database-agnostic featurization enable cross-workload semantic equivalence, up to 200x speedups and 2x more equivalences. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6726
Venue: SIGMOD
Year: 2023
Pagerank: 4.452825e-05
Overall Rank: 8,783 | 38.90%
DOI: 10.1145/3626710

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,288	TATA: An Efficient Framework for Task Transfer in Query Plan Representation	2026	VLDB	4.1945683e-05
10,850	Mayura: Exploiting Similarities in Motifs for Temporal Co-Mining	2025	VLDB	4.1945683e-05

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
158	Automated Selection of Materialized Views and Indexes for SQL Databases	2000	VLDB	0.00040071492
167	The Snowflake Elastic Data Warehouse	2016	SIGMOD	0.00039180521
333	Neo: A Learned Query Optimizer	2019	VLDB	0.00027206884
426	Amazon Redshift and the Case for Simpler Data Warehouses	2015	SIGMOD	0.00023594359
562	Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search	2016	VLDB	0.00020091752
640	Bao: Making Learned Query Optimization Practical	2021	SIGMOD	0.00018759152
731	Optimizing Queries Using Materialized Views: A Practical, Scalable Solution	2001	SIGMOD	0.00017468889
1,522	The Containment Problem for Real Conjunctive Queries with Inequalities	2006	PODS	0.0001153051
1,922	Selecting Subexpressions to Materialize at Datacenter Scale	2018	VLDB	0.00010082599
2,099	Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries	2018	VLDB	9.5479391e-05
2,596	WeTune: Automatic Discovery and Verification of Query Rewrite Rules	2022	SIGMOD	8.4729982e-05
3,335	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2065006e-05
3,901	Automated Verification of Query Equivalence Using Satisfiability Modulo Theories	2019	VLDB	6.6499845e-05
4,174	Computation Reuse in Analytics Job Service at Microsoft	2018	SIGMOD	6.3856219e-05
4,278	Similarity Query Processing for High-Dimensional Data	2020	VLDB	6.2953764e-05
4,623	Automated Generation of Materialized Views in Oracle	2020	VLDB	6.0411909e-05
4,670	Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google	2021	VLDB	6.0104466e-05
5,195	Equivalence of Queries Combining Set and Bag-Set Semantics	2006	PODS	5.6366303e-05
6,040	Steering Query Optimizers: A Practical Take on Big Data Workloads	2021	SIGMOD	5.2412035e-05
6,757	KEA: Tuning an Exabyte-Scale Data Infrastructure	2021	SIGMOD	4.9372134e-05

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Overall Rank	Paper	Year	Venue	Pagerank
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5,023	GenRewrite: Query Rewriting via Large Language Models	2026	SIGMOD	5.75363e-05
9,351	On Efficient Approximate Queries over Machine Learning Models	2023	VLDB	4.3524472e-05
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9,993	Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More!	2026	CIDR	4.1945683e-05
6,383	Sample-Efficient Cardinality Estimation Using Geometric Deep Learning	2024	VLDB	5.0884322e-05
11,120	Demonstration of the VeriEQL Equivalence Checker for Complex SQL Queries	2024	VLDB	4.1945683e-05
2,099	Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries	2018	VLDB	9.5479391e-05
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