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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
14188
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,845 | 24.63%
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 0.00059446482
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
1,188 word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data 2020 PODS 0.00013431099
1,617 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001113145
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-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
3,612 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.9177653e-05
4,193 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 6.3657766e-05
4,273 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2932217e-05
4,600 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 6.0528015e-05
7,001 FedSQ: A Secure System for Federated Vector Similarity Queries 2024 VLDB 4.8613015e-05
7,608 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 4.6922063e-05
8,170 The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG) 2024 SIGMOD 4.5656446e-05
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