Search Results for author: Chien-Sheng Yang

Found 2 papers, 0 papers with code

LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning

no code implementations29 Sep 2021 Jinhyun So, Chaoyang He, Chien-Sheng Yang, Songze Li, Qian Yu, Ramy E. Ali, Basak Guler, Salman Avestimehr

We also demonstrate that, unlike existing schemes, LightSecAgg can be applied to secure aggregation in the asynchronous FL setting.

Federated Learning

PolyShard: Coded Sharding Achieves Linearly Scaling Efficiency and Security Simultaneously

no code implementations27 Sep 2018 Songze Li, Mingchao Yu, Chien-Sheng Yang, A. Salman Avestimehr, Sreeram Kannan, Pramod Viswanath

In particular, we propose PolyShard: ``polynomially coded sharding'' scheme that achieves information-theoretic upper bounds on the efficiency of the storage, system throughput, as well as on trust, thus enabling a truly scalable system.

Cryptography and Security Distributed, Parallel, and Cluster Computing Information Theory Information Theory

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