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arXiv — cs.AI

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

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…

arXiv — cs.AIBy: Qinzhen Ma, Ruihai WuSeptember 12, 2026 (Sep 12)
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  • 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…
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When Validation Stops Learning: Auditing Update Admission for Continual Embodied Agents

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