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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
14546
Venue
VLDB
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,601 | 27.27%
DOI
10.14778/3785297.3785304

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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 0.001157935
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00071822821
21 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00056760516
93 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034701237
161 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027981772
286 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00022357911
398 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00019194947
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
805 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00013891999
1,244 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 0.00011508159
1,357 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00011043994
1,515 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00010521317
1,516 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010520885
1,546 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010407159
1,735 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 9.9004924e-05
1,760 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 9.8157819e-05
1,802 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 9.7284341e-05
2,303 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 8.7783079e-05
2,572 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4027322e-05
3,108 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.7499741e-05
3,286 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 7.5596483e-05
3,335 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 7.5098031e-05
3,799 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.114484e-05
7,761 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.550467e-05
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