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Filtered Vector Search: State-of-the-art and Research Opportunities

Summary: Comprehensive tutorial on filtered vector search (FVS): combines ANN/vector search with relational filters, surveys three primary filtered-search methods over tree- and graph-based indices and trade-offs for method selection. Emphasizes declarable/stable recall, recent filter-optimized indices, and open research challenges for integrating FVS into DB engines and query optimizers. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14187
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,841 | 24.59%
DOI
10.14778/3750601.3750700

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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
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
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
1,190 word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data 2020 PODS 0.00013438056
1,636 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00011053863
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
2,523 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 8.604576e-05
3,624 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 6.9056e-05
3,680 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.8496415e-05
4,200 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 6.3651489e-05
4,278 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2953764e-05
4,598 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 6.0586236e-05
7,072 FedSQ: A Secure System for Federated Vector Similarity Queries 2024 VLDB 4.842703e-05
7,606 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 4.6967106e-05
8,509 The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG) 2024 SIGMOD 4.4952414e-05
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