| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Reinforcement Learning | Craftax Classic | Mean Return20.5 | 24 | |
| Reinforcement Learning | Craftax | Mean Return48.8 | 24 | |
| Achievement Success Rate | Craftax procedurally generated 9 floors | Enter Dungeon Success Rate96.5 | 10 | |
| Achievement Success Rate | Craftax-Classic single 64 x 64 overworld | Eat Plant Success Rate91.7 | 10 | |
| Environment interaction | Craftax 1M environment interactions classic | Return72.46 | 9 | |
| Reinforcement Learning | Craftax symbolic version | Max Reward (%)11.87 | 8 | |
| Mines | Craftax | Score35.56 | 4 | |
| Dungeon | Craftax | Score87.4 | 4 | |
| Crafting | Craftax | Score66.52 | 4 | |
| Navigation | Craftax | Score12.72 | 4 | |
| Environment interaction | Craftax 0.5M environment interactions classic | Return63.1 | 3 | |
| Reinforcement Learning | Craftax 1M environment interactions latest | Return (%)7.09 | 3 | |
| World Model Prediction | Craftax | Average Imagination MSE0.0041 | 2 |