Wiring Matters: Injection Topology and Initialization of Affordance Heads in Vision-Language-Action Policies.

arXiv:2610.06318v1 Announce Type: cross Abstract: Dense affordance supervision is an appealing auxiliary signal for vision-language-action (VLA) policies, yet naively co-training an affordance head can severely damage instruction following. We present a contro