LAECIPS: Large Vision Model Assisted Adaptive Edge-Cloud Collaboration for IoT-based Perception System

no code implementations • 16 Apr 2024 • Shijing Hu, Ruijun Deng, Xin Du, Zhihui Lu, Qiang Duan, Yi He, Shih-Chia Huang, Jie Wu

We propose to update the edge model and its collaboration strategy with the cloud under the supervision of the large vision model, so as to adapt to the dynamic IoT data streams.

Autonomous Driving Semantic Segmentation

Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration

no code implementations • 22 Apr 2023 • Peng Chen, Xin Du, Zhihui Lu, Hongfeng Chai

To this end, we define a threat model for backdoor attacks in VFL and introduce a universal adversarial backdoor (UAB) attack to poison the predictions of VFL.

Binary Classification Vertical Federated Learning

Combined Federated and Split Learning in Edge Computing for Ubiquitous Intelligence in Internet of Things: State of the Art and Future Directions

no code implementations • 20 Jul 2022 • Qiang Duan, Shijing Hu, Ruijun Deng, Zhihui Lu

We also identify some open problems and discuss possible directions for future research in this area with a hope to further arouse the research community's interest in this emerging field.

Edge-computing Federated Learning