Robot Manipulation on LIBERO (Perturbation Robustness)
0.96Success Rate (Baseline)π0
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| π0Backbone=π02025.09 | 0.96 | 0.635 | 0.314 | 0.23 | 0.527 | 0.517 | 0.514 | 0.208 | 0.937 | 0.617 | 0.733 | 0.746 | 0.371 | 0.931 | 0.943 | 0.787 | 0.847 | 0.792 | 0.626 | |
| RobustVLA (w/o input regularization)Backbone=π02025.09 | 0.96 | 0.673 | 0.363 | 0.449 | 0.569 | 0.585 | 0.557 | 0.408 | 0.941 | 0.539 | 0.641 | 0.632 | 0.39 | 0.912 | 0.946 | 0.815 | 0.84 | 0.757 | 0.648 | |
| RobustVLABackbone=π02025.09 | 0.955 | 0.698 | 0.36 | 0.423 | 0.587 | 0.597 | 0.938 | 0.938 | 0.955 | 0.695 | 0.944 | 0.927 | 0.408 | 0.942 | 0.956 | 0.913 | 0.939 | 0.802 | 0.766 | |
| BYOVLABackbone=π02025.09 | 0.952 | 0.62 | 0.321 | 0.212 | 0.516 | 0.511 | 0.587 | 0.431 | 0.952 | 0.542 | 0.777 | 0.704 | 0.373 | 0.937 | 0.95 | 0.795 | 0.858 | 0.801 | 0.64 | |
| RobustVLA (w/o output regularization)Backbone=π02025.09 | 0.949 | 0.668 | 0.319 | 0.37 | 0.54 | 0.527 | 0.945 | 0.908 | 0.95 | 0.587 | 0.94 | 0.892 | 0.379 | 0.899 | 0.943 | 0.777 | 0.823 | 0.722 | 0.717 | |
| RobustVLA (w/o UCB)Backbone=π02025.09 | 0.949 | 0.695 | 0.359 | 0.413 | 0.576 | 0.623 | 0.843 | 0.785 | 0.952 | 0.623 | 0.707 | 0.623 | 0.39 | 0.912 | 0.924 | 0.771 | 0.836 | 0.746 | 0.693 | |
| DRBackbone=π02025.09 | 0.948 | 0.612 | 0.301 | 0.276 | 0.485 | 0.542 | 0.641 | 0.545 | 0.887 | 0.54 | 0.859 | 0.723 | 0.319 | 0.808 | 0.89 | 0.788 | 0.723 | 0.567 | 0.618 |