24 citations · 99 across the 36 of their papers we have counts for
3 papers · 1 filter
Differentially-Private Collaborative Online Personalized Mean Estimation
Yauhen Yakimenka, Chung-Wei Weng, Hsuan-Yin Lin +2
We consider the problem of collaborative personalized mean estimation under a privacy constraint in an environment of several agents continuously receiving data according to arbitr…
Straggler-Resilient Differentially-Private Decentralized Learning
Yauhen Yakimenka, Chung-Wei Weng, Hsuan-Yin Lin +2
We consider the straggler problem in decentralized learning over a logical ring while preserving user data privacy. Especially, we extend the recently proposed framework of differe…
Generative Adversarial User Privacy in Lossy Single-Server Information Retrieval
Chung-Wei Weng, Yauhen Yakimenka, Hsuan-Yin Lin +2
We propose to extend the concept of private information retrieval by allowing for distortion in the retrieval process and relaxing the perfect privacy requirement at the same time.…