Multi-Agent Low-Bias Reinforcement Learning for Resource Allocation in UAV-Assisted Networks.
Shiyang ZhouYufan ChengXia LeiPublished in: ICC Workshops (2022)
Keyphrases
- resource allocation
- reinforcement learning
- multi agent
- resource management
- resource allocation problems
- intelligent agents
- resource requirements
- game theory
- cooperative
- scarce resources
- machine learning
- allocate resources
- allocation problems
- single agent
- function approximation
- markov decision processes
- state space
- optimal resource allocation
- resource availability
- resource allocation decisions
- allocation strategies
- negotiation mechanism
- combinatorial auctions
- learning agents
- resource consumption
- grid environment
- decentralized decision making
- model free
- learning algorithm
- power allocation
- distributed resource allocation
- learning capabilities
- reward function
- temporal difference
- software agents
- multiagent systems
- decision making