IEEE

Mobility-Aware Dependent Task Offloading in Edge Computing: A Digital Twin-Assisted Reinforcement Learning Approach

Abstract: Collaborative edge computing (CEC) has emerged as a promising paradigm, enabling edge nodes to collaborate and execute tasks from end devices. Task offloading is a fundamental problem in CEC ...
IEEE

A Cooperative Multiagent Reinforcement Learning Method Based on Reward Decomposition for Scalable Agent Environments

Abstract: Cooperative multiagent reinforcement learning (MARL) is a promising approach for complex collaborative tasks. However, practical deployment remains challenging due to ambiguous credit ...