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Beyond Vector Search: Querying With and Without Predicates

Summary: Proposes an all‑in‑one k‑ANN framework for queries q=(v_q,c_q) that efficiently supports empty, categorical, and numerical predicates on vector‑annotated items, addressing gaps in prior methods. Matches or outperforms specialized vector/predicate engines and is validated by extensive accuracy and performance experiments. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7362
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,054 | 30.13%
DOI
10.1145/3769765

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Showing 14 of 14 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
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
2,002 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 9.8258191e-05
2,321 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0359336e-05
2,525 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 8.5991468e-05
3,153 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 7.4706916e-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
5,028 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 5.7447815e-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
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