cs.DB · 2026-07-06 · No. 45
Databases, 2026-07-06.
1 new papers in cs.DB. Titles, authors,
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01 — The papers
1 entries-
01
HNSW with Accuracy Guarantees Using Graph Spanners -- A Technical Report
Minghao Li, Raghav Mittal, Sanjivni Rana, Suraj Shetiya, Gautam Das, Nick Koudas
cs.DB · cs.CL · cs.IR · cs.LG
Hierarchical Navigable Small World (HNSW) graphs serve as the industry standard due to their logarithmic complexity and strong empirical performance. However, HNSW relies on greedy graph traversal, a heuristic that provides no theoretical guarantees of correctness. In this paper, we propose a novel "Certify-then-Rectify" framework that bridges the gap between the speed of heuristic search and the rigor of exact retrieval. Rather than...
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