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Diao-Xuan He

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#artificial intelligence Preprint Nov 2026

Same Behavior, Different Mechanism: What Finite Experiments Can Certify About Integrated Information

Interpretability, AI auditing and assessments of machine consciousness increasingly rest on mechanism-level quantities: functionals of a system's causal transition law that describe how it computes, not what it outputs. Experiments see that law only through finite, partial and noisy interventions. We ask when such a qu...

Lin-Qian Wu, Diao-Xuan He · 0 citations

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