LEAP-VLA: Latent-Enhanced Action Prototyping via Continuous Residual Latent Spaces for Vision-Language-Action Models

Benchmark Model Rank Results
robot-manipulation-on-liberoLEAP-VLA–Success Rate: 97.1
robot-manipulation-on-libero-goalLEAP-VLA–Success Rate: 97.6
robot-manipulation-on-libero-longLEAP-VLA–Success Rate: 93.0
robot-manipulation-on-libero-objectLEAP-VLA–Success Rate: 99.4
robot-manipulation-on-libero-spatialLEAP-VLA–Success Rate: 98.4
zero-shot-generalization-on-calvinLEAP-VLA–Avg. sequence length: 4.28