Learning an Interpretable Physical Interaction Controller using RL

Academic Skills Project

This assignment investigates the following main research question:

How to learn interpretable physical interaction policies using RL?

This will include:
• Design and implement the simulation learning environment in Isaac Lab.
• Investigate the proper MDP design (observations, actions, rewards, domain randomisation) for learning interpretable physical-interaction control policies.
• Investigate the proper feature library (e.g. polynomials, trigonometrics, etc) for learning a controller for this task.