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Dynamic Range-Filtering Approximate Nearest Neighbor Search

Summary: Define dynamic RFANNS: mixed stream of inserts and range-filtered ANN queries over attribute-constrained subsets; static RFANNS builds indexes by attribute order, so arbitrary arrival order breaks prior solutions. Propose the dynamic segment graph that compresses the O(|D|^2) HNSW graphs into a single index (lossless under conditions) with only linear-to-O(log |D|) expected edge additions per insert and practical heuristics, yielding much smaller indexes and superior empirical query performance. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h58c5336bee3e1f5d
Venue
VLDB
Year
2025
Pagerank
5.8755887e-05
Overall Rank
6,132 | 58.79%
DOI
10.14778/3748191.3748193
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{peng_vldb25,
        title = {{Dynamic Range-Filtering Approximate Nearest Neighbor Search}},
        author = {Peng, Zhencan and Qiao, Miao and Zhou, Wenchao and Li, Feifei and Deng, Dong},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {10},
        pages = {3256--3268},
        doi = {10.14778/3748191.3748193},
        url = {https://doi.org/10.14778/3748191.3748193},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
8,265 Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study 2026 SIGMOD 5.3639904e-05
10,352 Can You Trust the Vectors in Your Vector Database? Black-Hole Attack from Embedding Space Defects 2027 VLDB 4.9769913e-05
10,421 An In-Depth Study of Filter-Agnostic Vector Search on a PostgreSQL Database System: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,468 FAVOR: Efficient Filter-Agnostic Vector ANNS Based on Selectivity-Aware Exclusion Distances 2026 SIGMOD 4.9769913e-05
10,763 An Experimental Evaluation of Hybrid Querying on Vectors 2026 VLDB 4.9769913e-05
10,779 Harmonizing Efficiency and Accuracy in Filtered Vector Search 2026 VLDB 4.9769913e-05
10,839 RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search 2026 VLDB 4.9769913e-05
10,897 CGIF: Combining Proximity Graphs and Inverted Files for Efficient Filtered Vector Search over Arbitrary Predicates 2026 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0019923528
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
278 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00022310642
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
712 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014593534
1,225 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011447937
1,958 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.3118048e-05
2,444 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4556406e-05
2,717 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0953706e-05
5,903 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.9512758e-05
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