Multi-Task Resource Allocation and Task Offloading via Multi-Agent Deep Reinforcement Learning in Edge-Cloud system.
Guoqing TianXilong WangXin LiXiaolin QinPublished in: CNIOT (2024)
Keyphrases
- resource allocation
- multi task
- reinforcement learning
- multi agent
- transfer learning
- learning problems
- multi task learning
- learning tasks
- multitask learning
- gaussian processes
- resource allocation problems
- multiple tasks
- learning algorithm
- multi class
- state space
- sparse learning
- optimal resource allocation
- single agent
- multi agent systems
- feature selection
- machine learning
- optimal policy
- resource allocation decisions
- reinforcement learning algorithms
- negotiation mechanism
- multiagent systems
- scarce resources
- learning agents
- multiple agents
- markov decision processes
- allocation problems
- resource allocation and scheduling