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3 papers
Evaluating and Generating Query Workloads for High Dimensional Vector Similarity Search
Matteo Ceccarello, Alexandra Levchenko, Ioana Ileana +1
Similarity search lies at the heart of many modern applications, ranging from databases to deep learning to data series analysis. As such, a vast effort has been invested in develo…
VIBE: Vector Index Benchmark for Embeddings
Elias Jääsaari, Elias Jääsaari, Ville Hyvönen +5
Approximate nearest neighbor (ANN) search is a performance-critical component of many machine learning pipelines, and rigorous benchmarking is essential for assessing the performan…
Fair Center Clustering in Sliding Windows
Matteo Ceccarello, Andrea Pietracaprina, Geppino Pucci +1
The -center problem requires the selection of points (centers) from a given metric pointset so to minimize the maximum distance of any point of from the closest cent…