Concept
Imitation Learning
Training a policy from demonstrations rather than from rewards.
Definition
Imitation learning copies an expert's behaviour from collected demonstrations — behavioural cloning, DAgger, diffusion policies. It is the dominant paradigm in modern robot learning because demonstrations are cheaper and safer than online RL on physical hardware.
Common use cases
- Robot manipulation
- Driving
- Game agents