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

• Main Authors: Zhang, Tinghao, Li, Zhijun, Chen, Yongrui, Lam, Kwok-Yan, Zhao, Jun
• Other Authors: College of Computing and Data Science
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Edge-cloud cooperation; Reinforcement learning
• Online Access: https://hdl.handle.net/10356/176951
• Institution: 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...