Knowledge Insulating Vision-Language-Action Models: Train Fast, Run Fast, Generalize Better

Benchmark Model Rank Results
robot-manipulation-on-liberoKnowledge-Insulated VLA (from generalist model)–Success Rate: 94.3
robot-manipulation-on-libero-90Knowledge-Insulated VLA (from generalist model)–Success Rate: 96.0
robot-manipulation-on-libero-goalKnowledge-Insulated VLA (from generalist model)–Success Rate: 95.6
robot-manipulation-on-libero-longKnowledge-Insulated VLA (from generalist model)–Success Rate: 85.8
robot-manipulation-on-libero-objectKnowledge-Insulated VLA (from generalist model)–Success Rate: 97.8
robot-manipulation-on-libero-spatialKnowledge-Insulated VLA (from generalist model)–Success Rate: 98.0