Good Actions Succeed, Bad Actions Generalize: A Case Study on Why RL Generalizes Better

Meng Song

Supervised learning (SL) and reinforcement learning (RL) are both widely used to train general-purpose agents for complex tasks, yet their generalization capabilities and underlyin…