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SingleStore-V: An Integrated Vector Database System in SingleStore

Summary: SingleStore-V integrates vector search into a distributed OLTP/OLAP relational DB, enabling tight SQL interoperability (filters, joins, full-text) without moving embeddings. Engine and query optimizations yield Milvus-level performance and far exceed pgvector, showing generalized DBs can match specialized vector systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13582
Venue
VLDB
Year
2024
Pagerank
6.8496415e-05
Overall Rank
3,680 | 74.41%
DOI
10.14778/3685800.3685805

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
5,184 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 5.6406991e-05
8,439 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 4.5128946e-05
8,687 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 4.4675056e-05
9,103 AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference 2025 SIGMOD 4.3958197e-05
9,480 Cost-Effective, Low Latency Vector Search with Azure Cosmos DB 2025 VLDB 4.3341665e-05
9,978 Fast Vector Search in PostgreSQL: A Decoupled Approach 2026 CIDR 4.1945683e-05
10,039 VecFlow: A High-Performance Vector Data Management System for Filtered-Search on GPUs 2026 SIGMOD 4.1945683e-05
10,090 Integrating Vector Databases across Embedding Models 2026 SIGMOD 4.1945683e-05
10,129 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,154 Distribution-Aware Exploration for Adaptive HNSW Search 2026 SIGMOD 4.1945683e-05
10,160 Efficient Vector Index Merging in Vector Databases 2026 SIGMOD 4.1945683e-05
10,166 FGIM: a Fast Graph-based Indexes Merging Framework for Approximate Nearest Neighbor Search 2026 SIGMOD 4.1945683e-05
10,193 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.1945683e-05
10,222 RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference 2026 VLDB 4.1945683e-05
10,683 Accelerating Approximate Nearest Neighbor Search in Hierarchical Graphs: Efficient Level Navigation with Shortcuts 2025 VLDB 4.1945683e-05
10,711 Cracking Vector Search Indexes 2025 VLDB 4.1945683e-05
10,776 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB 4.1945683e-05
10,841 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 4.1945683e-05
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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
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
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
1,636 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00011053863
1,757 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00010660932
2,181 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.3451821e-05
2,419 Towards a One Size Fits All Database Architecture 2011 CIDR 8.853712e-05
3,154 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4686089e-05
3,225 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 7.3463484e-05
3,938 Intelligent Probing for Locality Sensitive Hashing: Multi-Probe LSH and Beyond 2017 VLDB 6.6155909e-05
4,862 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 5.8707776e-05
5,678 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD 5.3746593e-05
9,671 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 4.306318e-05
13,170 Vector Databases: What’s Really New and What’s Next? (VLDB 2024 Panel) 2024 VLDB -
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