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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
9.0709364e-05
Overall Rank
2,085 | 85.99%
DOI
10.14778/3685800.3685805

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 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
3,385 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3548612e-05
6,465 Integrating Vector Databases across Embedding Models 2026 SIGMOD 5.775649e-05
6,473 AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference 2025 SIGMOD 5.7739763e-05
6,560 RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference 2026 VLDB 5.7482184e-05
6,831 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.6685191e-05
7,004 Accelerating Graph Indexing for ANNS on Modern CPUs 2025 SIGMOD 5.6238624e-05
7,432 Cracking Vector Search Indexes 2025 VLDB 5.5292193e-05
7,721 TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs 2025 SIGMOD 5.4677994e-05
7,953 Fast Vector Search in PostgreSQL: A Decoupled Approach 2026 CIDR 5.4195517e-05
8,032 VecFlow: A High-Performance Vector Data Management System for Filtered-Search on GPUs 2026 SIGMOD 5.4035152e-05
9,031 Cost-Effective, Low Latency Vector Search with Azure Cosmos DB 2025 VLDB 5.2340466e-05
9,560 Distribution-Aware Exploration for Adaptive HNSW Search 2026 SIGMOD 5.1571823e-05
9,649 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB 5.1453267e-05
10,078 Accelerating Approximate Nearest Neighbor Search in Hierarchical Graphs: Efficient Level Navigation with Shortcuts 2025 VLDB 5.0830849e-05
10,325 WoW: A Window-to-Window Incremental Index for Range-Filtering Approximate Nearest Neighbor Search 2026 SIGMOD 5.0346745e-05
10,511 Through the Lens of Hubness: A Revisit on Graph-Based Approximate Nearest Neighbor Search: [Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,637 Efficient Vector Index Merging in Vector Databases 2026 SIGMOD 4.9793485e-05
10,642 FGIM: a Fast Graph-based Indexes Merging Framework for Approximate Nearest Neighbor Search 2026 SIGMOD 4.9793485e-05
10,669 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.9793485e-05
10,745 Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search 2026 VLDB 4.9793485e-05
10,820 Aker: Density-Aware Approximate Caching for Vector Search 2026 VLDB 4.9793485e-05
10,868 CONDA: A Connectivity-Aware Dynamic Index for Approximate Nearest Neighbor Search over Evolving Data 2026 VLDB 4.9793485e-05
10,910 TEngineDB-V: An OLAP-Native Vector Search System for Large-k Workloads at Tencent 2026 VLDB 4.9793485e-05
10,929 SQL-Native Vector Search at Billion Scale in Presto 2026 VLDB 4.9793485e-05
10,948 Nova: A Multi-Purpose Vector Engine for Low-Latency, Multi-Tenant, and Cross-Table Hybrid Retrieval 2026 VLDB 4.9793485e-05
11,012 ARCADE: A Real-Time Data System for Hybrid and Continuous Query Processing across Diverse Data Modalities 2026 VLDB 4.9793485e-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 0.00057568153
74 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00037091678
194 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00025636725
341 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020539791
916 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00013094482
1,328 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011003106
1,485 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010523759
1,848 Towards a One Size Fits All Database Architecture 2011 CIDR 9.5082163e-05
2,448 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4494625e-05
2,618 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 8.2217101e-05
3,236 Intelligent Probing for Locality Sensitive Hashing: Multi-Probe LSH and Beyond 2017 VLDB 7.5020521e-05
3,290 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 7.4528093e-05
4,828 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD 6.391616e-05
9,981 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.1011277e-05
10,166 Vector Databases: What’s Really New and What’s Next? (VLDB 2024 Panel) 2024 VLDB 5.0682654e-05
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# Overall Rank Paper Year Venue
1 10,516 VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments & Analysis] 2026 SIGMOD
2 11,028 Advances of Query Processing in Vector Databases 2026 VLDB
3 10,929 SQL-Native Vector Search at Billion Scale in Presto 2026 VLDB
4 11,171 VQLens: A Demonstration of Vector Query Execution Analysis 2025 SIGMOD
5 6,465 Integrating Vector Databases across Embedding Models 2026 SIGMOD
6 9,649 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB
7 4,828 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD
8 8,002 BigVectorBench: Heterogeneous Data Embedding and Compound Queries are Essential in Evaluating Vector Databases 2025 VLDB
9 10,910 TEngineDB-V: An OLAP-Native Vector Search System for Large-k Workloads at Tencent 2026 VLDB
10 7,953 Fast Vector Search in PostgreSQL: A Decoupled Approach 2026 CIDR