| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Goal Prediction | Pacman OOD | Classification Accuracy93.3 | 15 | |
| Goal Prediction | Pacman ID | Classification Accuracy100 | 15 | |
| Backdoor Attack on Reinforcement Learning | Pacman Discrete (evaluation) | Backdoor Rate (BR)628.7 | 5 | |
| Reinforcement Learning | Pacman | Average Reward10,000 | 4 | |
| Image Generation Fidelity | Pacman free-response (OOD) | Visual Reward0.8449 | 3 | |
| Value Iteration | pacman | Iterations2 | 2 | |
| MDP Policy Reachability | Pacman | State Coverage47.2 | 1 |