How should VLAs learn from naturally suboptimal robot demonstrations?
Introducing AXIS-Bench: What Matters in Quality-Aware VLA Pretraining, a benchmark and empirical study of how demonstration quality should be defined, labeled, and used during pretraining.
Across three VLAs