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Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study

Summary: Unified interface and taxonomy for Filtering ANN that decomposes algorithms by attribute type and core components (index, pruning, entry-point). Empirical comparison of 10 algorithms/12 methods on 4 datasets (≤10M) quantifies trade-offs and provides practical selection guidance. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7360
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,052 | 30.14%
DOI
10.1145/3769763

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Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
494 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021769407
730 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017443615
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
1,013 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014632051
1,617 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001113145
2,287 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.1004806e-05
2,321 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0359336e-05
2,434 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 8.8225986e-05
2,525 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 8.5991468e-05
3,552 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 6.9765275e-05
4,551 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 6.0864316e-05
5,577 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 5.423881e-05
7,612 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 4.6919232e-05
8,654 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 4.4694763e-05
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