Federated acoustic modeling for automatic speech recognition

X Cui, S Lu, B Kingsbury - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
Data privacy and protection is a crucial issue for any automatic speech recognition (ASR)
service provider when dealing with clients. In this paper, we investigate federated acoustic …

Weighted distributed differential privacy ERM: Convex and non-convex

Y Kang, Y Liu, B Niu, W Wang - Computers & Security, 2021 - Elsevier
Distributed machine learning allows different parties to learn a single model over all data
sets without disclosing their own data. In this paper, we propose a weighted distributed …

Asynchronous decentralized distributed training of acoustic models

X Cui, W Zhang, A Kayi, M Liu, U Finkler… - … on Audio, Speech …, 2021 - ieeexplore.ieee.org
Large-scale distributed training of deep acoustic models plays an important role in today's
high-performance automatic speech recognition (ASR). In this paper we investigate a variety …