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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
4.9769913e-05
Overall Rank
10,839 | 27.15%
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}
}

Incoming Citations (Sorted by Pagerank)

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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 0.00045027197
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037145866
189 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.0002585319
297 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021849337
338 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00020600264
339 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020561716
344 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00020455839
648 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015156941
712 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014593534
803 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013838349
1,225 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011447937
1,456 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.00010588868
1,958 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.3118048e-05
2,061 Similarity search in the blink of an eye with compressed indices 2023 VLDB 9.1002904e-05
2,264 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7286407e-05
2,717 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0953706e-05
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9674226e-05
2,872 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 7.9191725e-05
2,955 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.8111585e-05
3,546 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.209991e-05
4,347 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 6.6457039e-05
6,127 DIGRA: A Dynamic Graph Indexing for Approximate Nearest Neighbor Search with Range Filter 2025 SIGMOD 5.8757178e-05
6,132 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.8755887e-05
6,461 Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025 SIGMOD 5.7744005e-05
6,836 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.6658357e-05
7,600 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4854217e-05
8,265 Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study 2026 SIGMOD 5.3639904e-05
8,376 MicroNN: An On-device Disk-resident Updatable Vector Database 2025 SIGMOD 5.3422998e-05
9,535 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1636285e-05
10,883 BBC: Improving Large-k Approximate Nearest Neighbor Search with a Bucket-based Result Collector 2026 VLDB 4.9769913e-05
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