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Bidirectionally Densifying LSH Sketches with Empty Bins

Summary: BiDens: bidirectional densification for LSH sketches, filling empty bins from non-empty bins forward/backward while preserving the LSH property. Theory and experiments report up to 10^6× faster runs with equal or better accuracy for similarity estimation, fast search, and kernel linearization on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6113
Venue
SIGMOD
Year
2021
Pagerank
4.4801584e-05
Overall Rank
8,635 | 39.93%
DOI
10.1145/3448016.3452833

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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
2,435 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 8.8252237e-05
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