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Elastic Index Selection for Label-Hybrid AKNN Search

Summary: Introduces elastic index selection for label-hybrid AKNN, exploiting label containment so fewer indexes serve supersets with bounded cost inflation. Formulates NP-complete selection under space/efficiency constraints and gives greedy, index-agnostic algorithms yielding 10–800× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h54f471e2df6ab89a
Venue
VLDB
Year
2026
Pagerank
4.9605343e-05
Overall Rank
11,118 | 25.48%
DOI
10.14778/3785297.3785304
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{yang_vldb26,
        title = {{Elastic Index Selection for Label-Hybrid AKNN Search}},
        author = {Yang, Mingyu and Xia, Wenxuan and Li, Wentao and Wong, Raymond Chi-Wing and Wang, Wei},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {4},
        pages = {617--630},
        doi = {10.14778/3785297.3785304},
        url = {https://doi.org/10.14778/3785297.3785304},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0011386412
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00070860346
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00057610161
75 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037163157
165 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027323925
181 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00026425782
325 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020930941
335 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.0002067515
710 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014598403
802 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013822222
1,165 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 0.00011708765
1,229 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011420277
1,460 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010558941
1,534 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010309919
1,601 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010092977
1,610 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 0.00010066881
1,684 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 9.8770749e-05
1,968 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.2810141e-05
2,426 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4692316e-05
2,728 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0686023e-05
2,791 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 7.9939669e-05
2,836 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9410774e-05
3,389 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.329962e-05
7,616 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4672835e-05
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