SPFresh: Incremental In-Place Update for Billion-Scale Vector Search

Author:

Xu Yuming1ORCID,Liang Hengyu2ORCID,Li Jin3ORCID,Xu Shuotao4ORCID,Chen Qi5ORCID,Zhang Qianxi5ORCID,Li Cheng2ORCID,Yang Ziyue5ORCID,Yang Fan6ORCID,Yang Yuqing4ORCID,Cheng Peng5ORCID,Yang Mao5ORCID

Affiliation:

1. University of Science and Technology of China & Microsoft Research, Hefei, China

2. University of Science and Technology of China, Hefei, China

3. Harvard University, Boston, USA

4. Microsoft Research, Shanghai, China

5. Microsoft Research, Beijing, China

6. Microsoft Research Asia, Beijing, China

Publisher

ACM

Reference74 articles.

1. Hervé Jégou. Romain Tavenard. Matthijs Douze. Laurent Amsaleg. 2011. Datasets for approximate nearest neighbor search. http://corpus-texmex.irisa.fr/. Hervé Jégou. Romain Tavenard. Matthijs Douze. Laurent Amsaleg. 2011. Datasets for approximate nearest neighbor search. http://corpus-texmex.irisa.fr/.

2. Apache. [n. d.]. Apache Lucene is a high-performance full-featured text search engine library written in Java. https://github.com/apache/lucene. Apache. [n. d.]. Apache Lucene is a high-performance full-featured text search engine library written in Java. https://github.com/apache/lucene.

3. HD-index

4. An optimal algorithm for approximate nearest neighbor searching fixed dimensions

5. Artem Babenko and Victor Lempitsky . 2014. The inverted multi-index . IEEE transactions on pattern analysis and machine intelligence 37, 6 ( 2014 ), 1247--1260. Artem Babenko and Victor Lempitsky. 2014. The inverted multi-index. IEEE transactions on pattern analysis and machine intelligence 37, 6 (2014), 1247--1260.

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1. Efficient Data Access Paths for Mixed Vector-Relational Search;Proceedings of the 20th International Workshop on Data Management on New Hardware;2024-06-09

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