Robot World Models Are Not Invariant to How the Actions Are Written
A robot policy is trained with one of two action parameterizations: absolute joint targets, or deltas relative to the current state. The choice is a live engineering decision in robot learning, and a world model conditioned on actions inherits it silently. We show the inheritance is catastrophic. A latent dynamics mode...
Ahmed Karim, Leon Chlon
· 0 citations