39 citations · 58 across the 4 of their papers we have counts for
4 papers
Robust Reinforcement Learning using Adversarial Populations
Eugene Vinitsky, Yuqing Du, Kanaad Parvate +3
Reinforcement Learning (RL) is an effective tool for controller design but can struggle with issues of robustness, failing catastrophically when the underlying system dynamics are…
Capacity of Remote Classification Over Wireless Channels
Qiao Lan, Yuqing Du, Petar Popovski +1
Wireless connectivity creates a computing paradigm that merges communication and inference. A basic operation in this paradigm is the one where a device offloads classification tas…
Energy-Efficient Resource Management for Federated Edge Learning with CPU-GPU Heterogeneous Computing
Qunsong Zeng, Yuqing Du, Kaibin Huang +1
Edge machine learning involves the deployment of learning algorithms at the network edge to leverage massive distributed data and computation resources to train artificial intellig…
Energy-Efficient Radio Resource Allocation for Federated Edge Learning
Qunsong Zeng, Yuqing Du, Kin K. Leung +1
Edge machine learning involves the development of learning algorithms at the network edge to leverage massive distributed data and computation resources. Among others, the framewor…