When Validation Stops Learning: Auditing Update Admission for Continual Embodied Agents

Qinzhen Ma, Ruihai Wu

Independent evaluation can reject harmful policy updates yet also prevent useful continual learning. We argue that update admission must be assessed through both error control and…