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Alison Gopnik

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#artificial intelligence Preprint Sep 2026

What Is Worth Representing? Representational Empowerment for Continual Model Construction

Representational Empowerment (RepEmp) is proposed to score candidate elements by how much they expand the agent's future capacity to model and plan, complementing the classic definition of empowerment, but redefined as control over internal representations instead of external states.

Feifan Dai, Han-Qi Zhou, Alison Gopnik et al. · 0 citations