Modelling the Dynamics of Multiagent Q-Learning in Repeated Symmetric Games: a Mean Field Theoretic Approach.
Shuyue HuChin-wing LeungHo-fung LeungPublished in: NeurIPS (2019)
Keyphrases
- multi agent
- multiagent learning
- cooperative
- learning agents
- agent based models
- stochastic games
- multiagent systems
- evolutionary game theory
- reinforcement learning
- multi agent reinforcement learning
- minority game
- single agent
- reinforcement learning algorithms
- dynamic model
- game theory
- multi agent systems
- nash equilibria
- state space
- markov random field
- closed form
- learning algorithm
- game theoretic
- multiple agents
- dynamical systems
- resource allocation
- collective behavior
- serious games
- learning agent
- autonomous agents
- state action
- extensive form games
- markov networks
- statistical mechanics
- multi agent learning
- reinforcement learning methods
- bayesian inference
- belief networks
- fixed point
- em algorithm
- image segmentation