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"Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness"^^ .
"This essay describes a general approach to building perturbation-tolerant autonomous systems, based on the conviction that artificial agents should be able notice when something is amiss, assess the anomaly, and guide a solution into place. We call this basic strategy of self-guided learning the metacognitive loop; it involves the system monitoring, reasoning about, and, when necessary, altering its own decision-making components. In this essay, we (a) argue that equipping agents with a metacognitive loop can help to overcome the brittleness problem, (b) detail the metacognitive loop and its relation to our ongoing work on time-sensitive commonsense reasoning, (c) describe specific, implemented systems whose perturbation tolerance was improved by adding a metacognitive loop, and (d) outline both short-term and long-term research agendas."^^ .
"2005-02" .
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"15" .
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"Journal of Logic and Computation"^^ .
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"Donald R."^^ .
"Perlis"^^ .
"Donald R. Perlis"^^ .
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"Michael L."^^ .
"Anderson"^^ .
"Michael L. Anderson"^^ .
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"Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness (PDF)"^^ .
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"a-p.pdf"^^ .
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"Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness (Image (PNG))"^^ .
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"Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness (Indexer Terms)"^^ .
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"indexcodes.txt"^^ .
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"HTML Summary of #3950 \n\nLogic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness\n\n" .
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"Artificial Intelligence" .
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