Multi-Teacher On-Policy Distillation for Flow-Based Vision-Language-Action Models
The paper proposes a two-level distillation framework to consolidate specialized vision-language-action models into a single student policy. This method couples student interaction with environment experience against teacher supervision of intermediate action flow states, significantly boosting performance across multiple domains like LIBERO and CALVIN.