MountainCar
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Reinforcement Learning | MountainCar (Pure) | Avg Reward (gamma=0.01)-44.6 | 30 | |
| Classic Control | MountainCar v1.0 (Drift II) | Success Rate100 | 27 | |
| Classic Control | MountainCar v1.0 (Drift I) | Success Rate100 | 27 | |
| Continuous Control | MountainCar Source | Success Rate100 | 27 | |
| Classic Control | MountainCar Source | Success Rate100 | 18 | |
| Continuous Control | MountainCar Drift II - Dynamics Shift | Success Rate100 | 18 | |
| Continuous Control | MountainCar Drift I - Dynamics Shift | Success Rate100 | 18 | |
| Continuous Control | MountainCar Explicit Structural Drift II | Success Rate (Source)100 | 14 | |
| Reinforcement Learning | MountainCar | Avg Episode Reward0.9911 | 14 | |
| Reinforcement Learning | MountainCar v0 (test) | Total Reward-101.72 | 10 | |
| Reinforcement Learning | MountainCar (Random) | Avg Reward (gamma=0.01)-45 | 10 | |
| Dynamics Control | MountainCar Dynamics Explicit structural drift (Drift I) | Success Rate100 | 9 | |
| Classic Control | MountainCar Source v1.0 | Success Rate0 | 9 | |
| Reinforcement Learning | MountainCar | Average Decisions10.6 | 3 | |
| Continuous Control | MountainCar | Action Repetition9.08 | 3 | |
| Continuous Control | MountainCar | AUC (Normalized)82 | 3 | |
| Reinforcement Learning | MountainCar | Episodes2,000,000 | 3 | |
| Sensory-motor control | MountainCar Discrete Gymnasium | Mean Best Reward-111.54 | 2 | |
| Sensory-motor control | MountainCar Continuous Gymnasium | Mean Best Reward94.81 | 2 | |
| Closed-loop verification | MountainCar | TNR100 | 2 | |
| Interpretability Evaluation | MountainCar | Interpretability Score5 | 2 | |
| Control Task | MountainCar v0 (test) | Metric- | 0 |
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