Death and Suicide in Artificial Intelligence (PDF) — A technical subtlety of AIXI is that it is defined using a mixture over semimeasures that need not sum to 1, rather than over proper probability measures. In this work, we argue that the shortfall of a semimeasure can naturally be interpreted as the agent’s estimate of the probability of its death.
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