Trust Region

Reinforcement Learning (6): PPO and TRPO — Trust Region Policy Optimization

Why PPO became the most widely used RL algorithm -- from TRPO's theoretical foundations through natural gradients to PPO's elegant clipping mechanism, plus its role in RLHF for large language models.