An Experimental Evaluation of Hybrid Querying on Vectors

Summary: Comprehensive evaluation and taxonomy of 15 hybrid vector+structured-filtering query algorithms, introducing standardized attribute/range benchmarks and classifying methods by index organization and filtering strategy. Large-scale (100M) cross-platform experiments compare build/query costs and robustness across distributions, yielding strengths/weaknesses, practical algorithm-selection guidelines, and directions for improvement. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID: 14310
Venue: VLDB
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,273 | 28.54%
DOI: 10.14778/3773749.3773757

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
34	Similarity Search in High Dimensions via Hashing	1999	VLDB	0.00076637636
79	A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces	1998	VLDB	0.00056242144
212	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00033913475
495	Milvus: A Purpose-Built Vector Data Management System	2021	SIGMOD	0.00021767688
736	AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data	2020	VLDB	0.00017447617
770	A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	2021	VLDB	0.00016917602
1,636	PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension	2020	SIGMOD	0.00011053863
2,320	High-Throughput Vector Similarity Search in Knowledge Graphs	2023	SIGMOD	9.0366225e-05
2,523	ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data	2024	SIGMOD	8.604576e-05
3,624	SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search	2024	SIGMOD	6.9056e-05
4,551	iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search	2024	SIGMOD	6.092287e-05
4,731	Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art	2025	SIGMOD	5.966659e-05
5,129	Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search	2024	SIGMOD	5.6755204e-05
7,611	UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search	2025	VLDB	4.6964271e-05
8,656	Dynamic Range-Filtering Approximate Nearest Neighbor Search	2025	VLDB	4.4737647e-05

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