Edge-cloud cooperation for DNN inference via reinforcement learning and supervised learning

• المؤلفون الرئيسيون: Zhang, Tinghao, Li, Zhijun, Chen, Yongrui, Lam, Kwok-Yan, Zhao, Jun
• مؤلفون آخرون: College of Computing and Data Science
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Edge-cloud cooperation; Reinforcement learning
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/176951
• المؤسسة: Nanyang Technological University

Deep Neural Networks (DNNs) have been widely applied in Internet of Things (IoT) systems for various tasks such as image classification and object detection. However, heavyweight DNN models can hardly be deployed on edge devices due to limited computational resources. In this paper, an edge-cloud co...