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

Summary: Tutorial on filtered vector search, combining relational predicates with ANN, covering tree/graph filtering strategies and filter-optimized indices. Highlights declarative, stable-recall guarantees as a central database-engine challenge and identifies open optimization problems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14375
Venue
VLDB
Year
2025
Pagerank
5.374155e-05
Overall Rank
8,782 | 39.75%
DOI
10.14778/3750601.3750700

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chronis_vldb25,
        title = {{Filtered Vector Search: State-of-the-art and Research Opportunities}},
        author = {Chronis, Yannis and Caminal, Helena and Papakonstantinou, Yannis and Özcan, Fatma and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {12},
        pages = {5488--5492},
        doi = {10.14778/3750601.3750700},
        url = {https://doi.org/10.14778/3750601.3750700},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

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Outgoing Citations (Sorted by Pagerank)

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
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
286 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00022357911
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
1,065 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00012335063
1,411 word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data 2020 PODS 0.00010852334
1,453 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00010742227
1,515 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00010521317
2,303 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 8.7783079e-05
2,920 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 7.9628307e-05
3,108 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.7499741e-05
3,265 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 7.5834255e-05
3,310 Similarity Query Processing for High-Dimensional Data 2020 VLDB 7.5363562e-05
6,650 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 5.8146324e-05
6,810 FedSQ: A Secure System for Federated Vector Similarity Queries 2024 VLDB 5.766208e-05
8,018 The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG) 2024 SIGMOD 5.5063811e-05
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