Model-Free RL Agents Demonstrate System 1-Like Intentionality

Hal Ashton, Matija Franklin

This paper argues that model-free reinforcement learning (RL) agents, while lacking explicit planning mechanisms, exhibit behaviours that can be analogised to System 1 ("thinking f…