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September 30, 2025Open Access

Probabilistic Kernel Function for Fast Angle Testing

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This analysis demonstrates improved angle testing and ANNS performance using new deterministic kernel functions.

The proposed probabilistic kernel functions show significantly improved angle testing capabilities.
Using these functions results in a query-per-second throughput increase of 2.5X to 3X over existing methods.
Traditional methods rely on probabilistic approaches, but this study introduces a deterministic structure for projections.
This approach eliminates the need for asymptotic assumptions typical in Gaussian-based methods.

Lu et al. (2025) studied this question.

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September 30, 2025Open Access

View Full Paper

Ask AI

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Authors

This analysis demonstrates improved angle testing and ANNS performance using new deterministic kernel functions.

The proposed probabilistic kernel functions show significantly improved angle testing capabilities.
Using these functions results in a query-per-second throughput increase of 2.5X to 3X over existing methods.
Traditional methods rely on probabilistic approaches, but this study introduces a deterministic structure for projections.
This approach eliminates the need for asymptotic assumptions typical in Gaussian-based methods.

Lu et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark