Don't Run with Scissors: Pruning Breaks VLA Models but They Can Be Recovered
Pruning Vision-Language-Action (VLA) models drastically degrades performance and increases safety violations, unlike in language models. The GLUESTICK method is a training-free recovery technique that restores most lost capability by computing a one-time correction term based on weight space interpolation, preserving sparsity benefits.