18 citations · 70 across the 15 of their papers we have counts for
3 papers · 1 filter
VIBE: Vector Index Benchmark for Embeddings
Elias Jääsaari, Ville Hyvönen, Matteo Ceccarello +2
Approximate nearest neighbor (ANN) search is a performance-critical component of many machine learning pipelines, and rigorous benchmarking is essential for assessing the performan…
Results of the NeurIPS'21 Challenge on Billion-Scale Approximate Nearest Neighbor Search
Harsha Vardhan Simhadri, George Williams, Martin Aumüller +9
Despite the broad range of algorithms for Approximate Nearest Neighbor Search, most empirical evaluations of algorithms have focused on smaller datasets, typically of 1 million poi…
Differentially Private Sketches for Jaccard Similarity Estimation
Martin Aumüller, Anders Bourgeat, Jana Schmurr
This paper describes two locally-differential private algorithms for releasing user vectors such that the Jaccard similarity between these vectors can be efficiently estimated. The…