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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
7361
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,054 | 30.06%
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
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
495 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021767688
736 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017447617
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
1,364 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012370117
2,023 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 9.7544991e-05
2,320 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0366225e-05
2,523 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 8.604576e-05
3,152 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 7.4711766e-05
3,624 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 6.9056e-05
4,551 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 6.092287e-05
5,129 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 5.6755204e-05
5,569 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 5.4290942e-05
7,611 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 4.6964271e-05
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