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Ville Hyvönen

2 accepted papers

2024

LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search

NeurIPS 2024poster

Approximate nearest neighbor (ANN) search is a key component in many modern machine learning pipelines; recent use cases include retrieval-augmented generation (RAG) and vector databases. Clustering-based ANN algorithms, that use score computation methods based on product quantization (PQ), are ofte…

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