Hierarchical Navigable Small Worlds
conceptAlgorithm
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Overview
Developed byYury Malkov
Founded2016
LicenseApache License 2.0
Open source✓ Open Source
Use caseapproximate nearest neighbor search
Knowledge graph stats
Claims13
Avg confidence92%
Avg freshness100%
Last updatedUpdated 4h ago
Trust distribution
100% unverified
Governance
EU Risknot classified

Hierarchical Navigable Small Worlds

concept

Graph-based algorithm for approximate nearest neighbor search in high-dimensional spaces (HNSW)

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open source

ValueTrustConfidenceFreshnessSources
trueUnverifiedHighFresh1

primary use case

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approximate nearest neighbor searchUnverifiedHighFresh1
similarity searchUnverifiedHighFresh1

supports model

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high-dimensional vectorsUnverifiedHighFresh1

based on

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small world networksUnverifiedHighFresh1

developed by

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Yury MalkovUnverifiedHighFresh1

license type

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Apache License 2.0UnverifiedHighFresh1

requires

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distance metricUnverifiedHighFresh1

integrates with

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vector databasesUnverifiedHighFresh1
machine learning frameworksUnverifiedModerateFresh1

founded year

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2016UnverifiedHighFresh1

alternative to

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FAISSUnverifiedModerateFresh1
LSH (Locality Sensitive Hashing)UnverifiedModerateFresh1

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Claim count: 13Last updated: 4/11/2026Edit history