Yiqin Deng

Efficient Parallel Split Learning Over Resource-Constrained Wireless Edge Networks

2024 · IEEE Transactions on Mobile Computing

The increasingly deeper neural networks hinder the democratization of privacy-enhancing distributed learning, such as federated learning (FL), to resource-constrained devices. To overcome this challenge, in this paper, we advocate the integration of edge computing paradigm …