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    Logical circumscription, as Lifschitz demonstrated, provi... — Carmelics
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    Challenges→The frame problem makes complete action specification virtually impossible in common-sense AI settings

    Logical circumscription, as Lifschitz demonstrated, provides systematic closure over non-effects without case-by-case enumeration.

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    Reasons For

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    • 1.Circumscription formally captures the closed-world assumption, enabling systems to infer what's false without exhaustive enumeration of exceptions.
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    • 2.Lifschitz's work shows circumscription scales to large domains where explicit case enumeration would be computationally infeasible.
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    • 3.This approach mirrors human reasoning: we assume absent effects unless stated, avoiding infinite detail in knowledge representation.
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    Reasons Against

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    • 1.Circumscription's minimization of models can yield counterintuitive conclusions when multiple consistent minimal models exist.
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    • 2.The method requires careful tuning of predicate priorities; small changes in specification produce radically different closure outcomes.
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    • 3.Real-world domains often contain genuinely open information where assuming 'absence means false' leads to incorrect non-monotonic inference.
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    Related

    Circumscription formally captures the closed-world assumption, enabling systems ...Circumscription's minimization of models can yield counterintuitive conclusions ...Lifschitz's work shows circumscription scales to large domains where explicit ca...Real-world domains often contain genuinely open information where assuming 'abse...
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    The frame problem makes complete action specification virtually impossible in co...The method requires careful tuning of predicate priorities; small changes in spe...This approach mirrors human reasoning: we assume absent effects unless stated, a...

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    2 (1 for, 1 against)
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