What is ‘reward shaping’ in reinforcement learning and what challenge does it address?

Question

AI Fundamentals — Hard

What is ‘reward shaping’ in reinforcement learning and what challenge does it address?

Accepted Answer

Reward shaping involves designing additional reward signals to guide an RL agent towards desired behaviors when the true reward is sparse or delayed. This helps accelerate learning by providing more immediate feedback.