Simple Agent, Complex Environment: Efficient Reinforcement Learning with Agent State.
Shi DongBenjamin Van RoyZhengyuan ZhouPublished in: CoRR (2021)
Keyphrases
- complex environments
- reinforcement learning
- agent learns
- multi agent
- autonomous agents
- multi agent systems
- intelligent agents
- agent receives
- multiagent systems
- learning agents
- state space
- agent model
- partially observable
- state abstraction
- agent technology
- state action
- dynamic environments
- autonomous learning
- markov decision process
- agent systems
- learning capabilities
- action selection
- mobile agents
- belief state
- multiple agents
- artificial agents
- agent architecture
- reinforcement learning agents
- reward shaping
- decision making
- learning agent
- pedagogical agents
- partial observability
- exploration strategy
- initially unknown
- learning process