VLANeXt Family: A Systematic Study of VLA Models from Core Recipes to Emerging Paradigms
This study systematically dissects design choices along three dimensions: foundational components, perception essentials, and action modeling perspectives and distill 12 key findings that together form a practical recipe for building strong VLA models, resulting in a simple yet effective model, VLANeXt.