| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Goal-reaching Planning | PointMaze Medium Long-Horizon (50 steps) | Success Rate99.33 | 30 | |
| Navigation | PointMaze | Success Rate9,980 | 21 | |
| Goal-reaching | PointMaze UMaze (test) | Success Rate100 | 20 | |
| Planning | PointMaze | Success Rate98 | 18 | |
| Trajectory Stitching | pointmaze giant-stitch v0 | Success Rate84.6 | 11 | |
| Goal-conditioned Reinforcement Learning | pointmaze navigate medium | Success Rate99 | 11 | |
| Navigation | pointmaze large-navigate-oraclerep v0 | Task 1 Success Rate100 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze giant-stitch v0 | Success Rate95 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze large-stitch v0 | Success Rate87 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze medium-stitch v0 | Success Rate90 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze giant-navigate v0 | Success Rate91 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze large-navigate v0 | Success Rate93 | 9 | |
| Goal-Conditioned Reinforcement Learning | Pointmaze medium-navigate v0 | Success Rate92 | 9 | |
| Loco-navigation Goal-conditioned Reinforcement Learning | pointmaze expert | Success Rate99 | 9 | |
| Offline Goal-conditioned Reinforcement Learning | pointmaze large-navigate-oraclerep v0 | Task 1 Score98 | 9 | |
| Locomotion Navigation | PointMaze giant-navigate v0 | Success Rate82 | 7 | |
| Stitching | pointmaze teleport-stitch v0 (test) | Success Rate0.504 | 7 | |
| Stitching | pointmaze large stitch v0 (test) | Success Rate76.7 | 7 | |
| Stitching | pointmaze medium stitch v0 (test) | Success Rate97 | 7 | |
| Navigation | pointmaze teleport-navigate v0 (test) | Success Rate45.6 | 7 | |
| Navigation | pointmaze giant-navigate v0 (test) | Success Rate74.4 | 7 | |
| Navigation | pointmaze large navigate v0 (test) | Success Rate85.8 | 7 | |
| Navigation | pointmaze medium navigate v0 (test) | Success Rate99.5 | 7 | |
| Offline Goal-Conditioned Reinforcement Learning | pointmaze giant stitch v0 | Average Binary Success Rate0 | 6 | |
| Offline Goal-Conditioned Reinforcement Learning | pointmaze giant navigate v0 | Binary Success Rate55 | 6 |