Deep Reinforcement Learning and Graph Neural Networks for Efficient Resource Allocation in 5G Networks.
Martín RandallPablo BelzarenaFederico LarrocaPedro CasasPublished in: LATINCOM (2022)
Keyphrases
- resource allocation
- neural network
- reinforcement learning
- resource management
- optimal resource allocation
- resource allocation problems
- game theory
- allocation strategies
- resource requirements
- resource allocation decisions
- allocation problems
- resource availability
- distributed resource allocation
- function approximation
- markov decision processes
- state space
- social welfare
- complex networks
- allocate resources
- random walk
- power allocation
- dynamic resource allocation
- learning process
- multi agent