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A Counterfactual Cause in Situation Calculus

arXiv 2501.06857 ↗First posted 12 Jan 2025cs.AIcited by 0

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Abstract (arXiv)

Perhaps the most popular modern formulation of actual causality is the HP account by Halpern and Pearl. Recent advancement has focused on extension of HP account to lift its limited expressiveness, in particular, Batusov and Soutchanski proposed a notion of actual achievement cause in the situation calculus, a rich first-order formalism of actions and changes. Among other things, the first-order nature allows for determining the cause of quantified effects in a given action history therein. While intuitively appealing, Batusov and Soutchanski's account is not defined in a counterfactual perspective. In this paper, we propose a notion of cause based on counterfactual analysis. In the context of action history, we show that our notion of cause generalizes naturally to a notion of achievement cause. We analyze the relationship between our notion of the achievement cause and the achievement cause by Batusov and Soutchanski. Finally, we relate our account of cause to Halpern and Pearl's account of actual causality. Particularly, we note some nuances in applying a counterfactual viewpoint to disjunctive effects, a common thorn in definitions of actual causes.

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References · 5

  1. 2015A Modification of the Halpern-Pearl Definition of Causalitycited by 47
  2. 2022A Causal Analysis of Harmcited by 15
  3. 2021From Verification to Causality-based Explicationscited by 12
  4. 2024Explaining Image Classifierscited by 7
  5. 2023Mathematical Explanationscited by 1

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