PARA
Pixel-Aligned Robot Actions
Data Efficiency
Training data
22 eps
in-distribution episodes
Baseline
0/6
in-distribution rollouts
Ours (PARA)
6/6 · 100%
in-distribution rollouts
Out-of-Distribution Object Position Generalization
Baseline
0/11
no fine-tune
Ours (PARA)
1/4 + 3 slipped
no fine-tune
Baseline
eval pending
+ 5-episode fine-tune
Ours (PARA)
5/6 · 83%
+ 5-episode fine-tune
Out-of-Distribution Viewpoint Generalization
Baseline
0/4
no fine-tune
Ours (PARA)
5/9 · 55%
no fine-tune
Baseline
0/4
+ 7-episode fine-tune
Ours (PARA)
6/7 · 86%
+ 7-episode fine-tune