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Cracking Vector Search Indexes

Summary: CrackIVF: a partition‑based, adaptive ANNS index that incrementally “cracks” partitions from live RAG queries to serve embedding data lakes without costly upfront builds. Progressively converges to conventional index quality, providing immediate access and 10–1000× faster initialization for cold or infrequently used datasets. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14014
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,711 | 25.49%
DOI
10.14778/3749646.3749666

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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 0.0032169493
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
408 Database Cracking 2007 CIDR 0.00023953844
495 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021767688
1,377 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012296941
1,541 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00011456579
2,106 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 9.5342543e-05
2,262 Manu: A Cloud Native Vector Database Management System 2022 VLDB 9.1624446e-05
2,320 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0366225e-05
2,730 Open Data Integration 2018 VLDB 8.2126735e-05
3,680 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.8496415e-05
3,772 FEXIPRO: Fast and Exact Inner Product Retrieval in Recommender Systems 2017 SIGMOD 6.7761705e-05
3,876 The Design of an LLM-powered Unstructured Analytics System 2025 CIDR 6.6741456e-05
4,106 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.4456184e-05
4,506 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.1319277e-05
4,755 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 5.946863e-05
5,129 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 5.6755204e-05
7,095 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8350023e-05
7,606 Tribase: A Vector Data Query Engine for Reliable and Lossless Pruning Compression using Triangle Inequalities 2025 SIGMOD 4.6967106e-05
7,879 PDX: A Data Layout for Vector Similarity Search 2025 SIGMOD 4.6292417e-05
9,103 AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference 2025 SIGMOD 4.3958197e-05
9,283 Adaptive Indexing in High-Dimensional Metric Spaces 2023 VLDB 4.3631652e-05
9,767 Adaptive Indexing of Objects with Spatial Extent 2023 VLDB 4.2856106e-05
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