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stat.ML2023
Differentially Private One Permutation Hashing and Bin-wise Consistent Weighted Sampling
Xiaoyun Li, Ping Li
Minwise hashing (MinHash) is a standard algorithm widely used in the industry, for large-scale search and learning applications with the binary (0/1) Jaccard similarity. One common…
stat.ML2023
OPORP: One Permutation + One Random Projection
Ping Li, Xiaoyun Li
Consider two -dimensional data vectors (e.g., embeddings): . In many embedding-based retrieval (EBR) applications where the vectors are generated from trained models, $D=2…