Safe Reinforcement Learning

Constrained RL

Ensure safety during learning.

Constraints

Cost constraints. Safety constraints.

Methods

Constrained optimization. Lagrangian methods. CPO.

Applications

Robotics. Autonomous driving.

Key Takeaways

1. Safety constraints
2. Lagrangian methods
3. Constrained optimization