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Cracking Vector Search Indexes

Summary: CrackIVF is a progressive, workload-adaptive partition index for ANNS over cold or unseen data-lake datasets. It answers queries immediately and converges toward conventional index quality, delivering 10–1000× faster initialization. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hae73fcdc16de1fb4
Venue
VLDB
Year
2025
Pagerank
5.5083275e-05
Overall Rank
7,456 | 50.03%
DOI
10.14778/3749646.3749666
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{mageirakos_vldb25,
        title = {{Cracking Vector Search Indexes}},
        author = {Mageirakos, Vasilis and Wu, Bowen and Alonso, Gustavo},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {11},
        pages = {3951--3964},
        doi = {10.14778/3749646.3749666},
        url = {https://doi.org/10.14778/3749646.3749666},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0019892478
45 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00044967652
181 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00026425782
253 Database Cracking 2007 CIDR 0.00023037921
697 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00014665686
955 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012856295
1,280 Manu: A Cloud Native Vector Database Management System 2022 VLDB 0.00011199537
1,358 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010902306
1,371 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 0.00010874981
1,797 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 9.6056634e-05
2,097 Open Data Integration 2018 VLDB 9.0397587e-05
2,256 The Design of an LLM-powered Unstructured Analytics System 2025 CIDR 8.7418985e-05
2,293 FEXIPRO: Fast and Exact Inner Product Retrieval in Recommender Systems 2017 SIGMOD 8.6780858e-05
2,791 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 7.9939669e-05
3,890 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.926806e-05
4,403 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.6033854e-05
5,013 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.30259e-05
5,731 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 5.9967915e-05
6,455 AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference 2025 SIGMOD 5.762002e-05
6,621 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 5.7145251e-05
7,828 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 5.4296235e-05
9,434 Adaptive Indexing in High-Dimensional Metric Spaces 2023 VLDB 5.1649835e-05
10,085 Adaptive Indexing of Objects with Spatial Extent 2023 VLDB 5.0707008e-05
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