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

> *Machine translation (AI-generated content)*

**Published:** September 12, 2026
**Author:** Qinzhen Ma, Ruihai Wu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/when-validation-stops-learning-auditing-update-admission-for-continual-e

arXiv:2609.10873v1 Announce Type: new Abstract: 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 retained learning opportunities at a stated…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.10873)

**Tags:** #Робототехника #arXiv #OpenAI Robotics #Венчур и Инвестиции

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