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ake c to denote algorithmic information measured on some reference Turing machine, and F(X) to denote what appears on the second tape of a two-tape Turing machine t time-steps after placing X on its first tape. Other more naturalistic computational models are also possible here and are discussed extens
tive Schematic 133 7.3 Toward a Formal Characterization of Real-World General Intelligence 135 7.3.1 Biased Universal Intelligence 136 7.3.2 Connecting Legg and Hutter's Model of Intelligent Agents to the Real World 137 7.3.3 Pragmatic General Intelligence 138 7.3.4 Incorporating Computational Cost
lready encompassed by Legg and Hutter's definition because one may bias the distribution of environments within the latter by considering different Turing machines underlying the Kohnogorov complexity. However this is not a general equivalence because the Solomonoff-Levin measure intrinsically EFTA006
ence have specific limits on their intelligence. EFTA00623912 7.3 Toward a Formal Characterization of Real-World General Intelligence 137 7.3.2 Connecting Legg and Hutter's Model of Intelligent Agents to the Real World A notable aspect of the Legg and Hutter formalism is the separation of the reward mechan
take c to denote algorithmic information measured on some reference Turing machine, and F(X) to denote what appears on the second tape of a two-tape Turing machine ¢ time-steps after placing X on its first tape. Other more naturalistic computational models are also possible here and are discussed extensi
rd a Formal Characterization of Real-World General Intelligence ......... 135 7.3.1 Biased Universal Intelligence............ 0.00. ee eee 136 7.3.2 Connecting Legg and Hutter’s Model of Intelligent Agents to the Real World... ee cet ete e tne e eens 137 7.3.3 Pragmatic General Intelligence ............ 00... c
already encompassed by Legg and Hutter’s definition because one may bias the distribution of environments within the latter by considering different Turing machines underlying the Kolmogorov complexity. However this is not a general equivalence because the Solomonoff-Levin measure intrinsically HOUSE_OV
ve specific limits on their intelligence. HOUSE_OVERSIGHT_013052 7.3 Toward a Formal Characterization of Real-World General Intelligence 137 7.3.2 Connecting Legg and Hutter’s Model of Intelligent Agents to the Real World A notable aspect of the Legg and Hutter formalism is the separation of the reward mechani
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