| Use Case | Best Algorithm |
|---|---|
| General-purpose RL, good starting point | PPO |
| High-stakes environments requiring stability | PPO or TRPO |
| Continuous control (e.g., robotics) | SAC or DDPG |
| Fast prototyping or simple tasks | A2C |
| Importance of exploration and long-term planning | SAC |
| High sample efficiency required | SAC or DDPG |
Created
November 8, 2025 14:51
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