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math.OC2023★ 1 cited
Stochastic Controlled Averaging for Federated Learning with Communication Compression
Xinmeng Huang, Ping Li, Xiaoyun Li
Communication compression, a technique aiming to reduce the information volume to be transmitted over the air, has gained great interests in Federated Learning (FL) for the potenti…
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…