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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
h32cf3c2549d5c0f9
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,753 | 27.71%
DOI
10.14778/3773749.3773757

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Authors

BibTeX Citation

@article{zhu_vldb26,
        title = {{An Experimental Evaluation of Hybrid Querying on Vectors}},
        author = {Zhu, Jiaxu and Yuan, Jiayu and Yang, Kaiwen and Chen, Xiaobao and Yu, Shihuan and Lv, Hongchang and Li, Yan and Zheng, Bolong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {2},
        pages = {183--195},
        doi = {10.14778/3773749.3773757},
        url = {https://doi.org/10.14778/3773749.3773757},
        year = {2026}
}

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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
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00057568153
45 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.0004503446
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037091678
194 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00025636725
341 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020539791
345 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00020445545
916 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00013094482
1,225 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011444398
1,373 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 0.0001088854
1,957 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.3159589e-05
2,726 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0904995e-05
2,783 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 8.0242863e-05
2,871 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 7.9229231e-05
4,346 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 6.6488514e-05
6,768 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.686858e-05
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