18 citations · 42 across the 7 of their papers we have counts for
7 papers
Arena: A Learning-based Synchronization Scheme for Hierarchical Federated Learning--Technical Report
Tianyu Qi, Yufeng Zhan, Peng Li +2
Federated learning (FL) enables collaborative model training among distributed devices without data sharing, but existing FL suffers from poor scalability because of global model s…
Observability Blocking for Functional Privacy of Linear Dynamic Networks
Yuan Zhang, Ranbo Cheng, Yuanqing Xia
This paper addresses the problem of determining the minimum set of state variables in a network that need to be blocked from direct measurements in order to protect functional priv…
Encrypted Data-driven Predictive Cloud Control with Disturbance Observer
Qiwen Li, Runze Gao, Yuanqing Xia
In data-driven predictive cloud control tasks, the privacy of data stored and used in cloud services could be leaked to malicious attackers or curious eavesdroppers. Homomorphic en…
Adaptive Resource Allocation for Workflow Containerization on Kubernetes
Chenggang Shan, Chuge Wu, Yuanqing Xia +3
In a cloud-native era, the Kubernetes-based workflow engine enables workflow containerized execution through the inherent abilities of Kubernetes. However, when encountering contin…
Security Defense of Large Scale Networks Under False Data Injection Attacks: An Attack Detection Scheduling Approach
Yuhan Suo, Senchun Chai, Runqi Chai +3
In large-scale networks, communication links between nodes are easily injected with false data by adversaries. This paper proposes a novel security defense strategy from the perspe…
Workflow-based Fast Data-driven Predictive Control with Disturbance Observer in Cloud-edge Collaborative Architecture
Runze Gao, Qiwen Li, Li Dai +2
Data-driven predictive control (DPC) has been studied and used in various scenarios, since it could generate the predicted control sequence only relying on the historical input and…
KubeAdaptor: A Docking Framework for Workflow Containerization on Kubernetes
Chenggang Shan, Guan Wang, Yuanqing Xia +2
As Kubernetes becomes the infrastructure of the cloud-native era, the integration of workflow systems with Kubernetes is gaining more and more popularity. To our knowledge, workflo…