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SingleStore-V: An Integrated Vector Database System in SingleStore

Summary: SingleStore-V integrates high-performance vector search into a distributed OLAP/OLTP relational engine, enabling SQL interoperability with filters, joins, and full-text search. Its optimizations achieve Milvus-like benchmark performance and outperform PostgreSQL/pgvector. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h61797c30c01567f4
Venue
VLDB
Year
2024
Pagerank
9.271804e-05
Overall Rank
1,979 | 86.71%
DOI
10.14778/3685800.3685805
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chen_vldb24,
        title = {{SingleStore-V: An Integrated Vector Database System in SingleStore}},
        author = {Chen, Cheng and Jin, Chenzhe and Zhang, Yunan and Podolsky, Sasha and Wu, Chun and Wang, Szu-Po and Hanson, Eric and Sun, Zhou and Walzer, Robert and Wang, Jianguo},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {12},
        pages = {3772--3785},
        doi = {10.14778/3685800.3685805},
        url = {https://doi.org/10.14778/3685800.3685805},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
3,378 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3542798e-05
6,467 Integrating Vector Databases across Embedding Models 2026 SIGMOD 5.7729149e-05
6,475 AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference 2025 SIGMOD 5.771243e-05
6,562 RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference 2026 VLDB 5.7454973e-05
6,836 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.6658357e-05
7,006 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 5.6212001e-05
7,435 Cracking Vector Search Indexes 2025 VLDB 5.5266018e-05
7,718 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4681114e-05
7,957 Fast Vector Search in PostgreSQL: A Decoupled Approach 2026 CIDR 5.4169862e-05
8,039 VecFlow: A High-Performance Vector Data Management System for Filtered-Search on GPUs 2026 SIGMOD 5.4009572e-05
8,413 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB 5.3343137e-05
9,039 Cost-Effective, Low Latency Vector Search with Azure Cosmos DB 2025 VLDB 5.2315688e-05
9,568 Distribution-Aware Exploration for Adaptive HNSW Search 2026 SIGMOD 5.154741e-05
10,083 Accelerating Approximate Nearest Neighbor Search in Hierarchical Graphs: Efficient Level Navigation with Shortcuts 2025 VLDB 5.0806786e-05
10,332 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 5.0322912e-05
10,352 Can You Trust the Vectors in Your Vector Database? Black-Hole Attack from Embedding Space Defects 2027 VLDB 4.9769913e-05
10,522 Through the Lens of Hubness: A Revisit on Graph-Based Approximate Nearest Neighbor Search: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,648 Efficient Vector Index Merging in Vector Databases 2026 SIGMOD 4.9769913e-05
10,653 FGIM: a Fast Graph-based Indexes Merging Framework for Approximate Nearest Neighbor Search 2026 SIGMOD 4.9769913e-05
10,680 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.9769913e-05
10,755 Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search 2026 VLDB 4.9769913e-05
10,830 Aker: Density-Aware Approximate Caching for Vector Search 2026 VLDB 4.9769913e-05
10,877 CONDA: A Connectivity-Aware Dynamic Index for Approximate Nearest Neighbor Search over Evolving Data 2026 VLDB 4.9769913e-05
10,919 TEngineDB-V: An OLAP-Native Vector Search System for Large-k Workloads at Tencent 2026 VLDB 4.9769913e-05
10,938 SQL-Native Vector Search at Billion Scale in Presto 2026 VLDB 4.9769913e-05
10,957 Nova: A Multi-Purpose Vector Engine for Low-Latency, Multi-Tenant, and Cross-Table Hybrid Retrieval 2026 VLDB 4.9769913e-05
11,021 ARCADE: A Real-Time Data System for Hybrid and Continuous Query Processing across Diverse Data Modalities 2026 VLDB 4.9769913e-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
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.0005758001
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037145866
189 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.0002585319
339 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020561716
909 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001312576
1,325 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011016872
1,481 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010535847
1,845 Towards a One Size Fits All Database Architecture 2011 CIDR 9.5158088e-05
2,444 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4556406e-05
2,618 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 8.2193318e-05
3,221 Intelligent Probing for Locality Sensitive Hashing: Multi-Probe LSH and Beyond 2017 VLDB 7.5144104e-05
3,290 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 7.4493472e-05
4,830 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD 6.3885902e-05
9,990 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.098713e-05
10,170 Vector Databases: What’s Really New and What’s Next? (VLDB 2024 Panel) 2024 VLDB 5.0658661e-05
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# Overall Rank Paper Year Venue
1 10,527 VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments & Analysis] 2026 SIGMOD
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4 11,180 VQLens: A Demonstration of Vector Query Execution Analysis 2025 SIGMOD
5 8,413 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB
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