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RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search

Summary: Introduces RRNG, a graph theory for range-filtered ANN with monotonic searchability and structural heredity, enabling one index to support all attribute ranges. RNSG approximates RRNG, reducing multi-index construction overhead while improving query speed, compactness, and build cost. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h3837331817da2fa4
Venue
VLDB
Year
2026
Pagerank
4.9605343e-05
Overall Rank
10,900 | 26.94%
DOI
10.14778/3828612.3828636
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{zou_vldb26,
        title = {{RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search}},
        author = {Zou, Zhiqiu and Yin, Ziqi and Li, Rong-Hua and Qin, Hongchao and Dai, Qiangqiang and Wang, Guoren},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {10},
        pages = {2839--2852},
        doi = {10.14778/3828612.3828636},
        url = {https://doi.org/10.14778/3828612.3828636},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
45 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00044967652
75 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037163157
181 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00026425782
286 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00022090962
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
339 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00020558018
650 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015142453
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
1,229 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011420277
1,280 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.00011199537
1,968 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.2810141e-05
2,067 Similarity search in the blink of an eye with compressed indices 2023 VLDB 9.0707479e-05
2,268 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7144632e-05
2,728 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0686023e-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
2,885 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 7.8929868e-05
2,968 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.7879589e-05
3,552 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.1888282e-05
4,368 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 6.6237291e-05
6,141 DIGRA: A Dynamic Graph Indexing for Approximate Nearest Neighbor Search with Range Filter 2025 SIGMOD 5.856289e-05
6,146 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.8561603e-05
6,475 Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025 SIGMOD 5.7553067e-05
6,854 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.647101e-05
7,616 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4672835e-05
8,281 Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study 2026 SIGMOD 5.3462537e-05
8,392 MicroNN: An On-device Disk-resident Updatable Vector Database 2025 SIGMOD 5.3246348e-05
9,562 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1465543e-05
10,944 BBC: Improving Large-k Approximate Nearest Neighbor Search with a Bucket-based Result Collector 2026 VLDB 4.9605343e-05
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