Claims
| Claim | Type | Assessment | Score | Review checks | References |
|---|---|---|---|---|---|
| In the reported two-scene comparison, the neural potential-field planner took about 2 seconds, versus 67–133 seconds for RRT* on a reconstruction of the same images. | QUANTITATIVE | Supported | 0.8808 | 0 of 4 | 73 |
| In two UR10 tabletop scenes, the navigation-function-supervised SE(3) neural potential field converged within 3 cm of the grasp from every start and produced collision-free paths against ground-truth geometry, whereas image-only supervision produced 25% and 0% collision-free rates in the two scenes. | QUANTITATIVE | Supported | 0.8581 | 0 of 4 | 77 |