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Actual causation and the art of modeling

1 Pith paper cite this work. Polarity classification is still indexing.

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abstract

We look more carefully at the modeling of causality using structural equations. It is clear that the structural equations can have a major impact on the conclusions we draw about causality. In particular, the choice of variables and their values can also have a significant impact on causality. These choices are, to some extent, subjective. We consider what counts as an appropriate choice. More generally, we consider what makes a model an appropriate model, especially if we want to take defaults into account, as was argued is necessary in recent work.

fields

cs.AI 1

years

2025 1

verdicts

UNVERDICTED 1

representative citing papers

A Counterfactual Cause in Situation Calculus

cs.AI · 2025-01-12 · unverdicted · novelty 6.0

The paper introduces a counterfactual notion of cause in situation calculus that generalizes to achievement causes and is compared to prior definitions by Batusov-Soutchanski and Halpern-Pearl, noting issues with disjunctive goals.

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  • A Counterfactual Cause in Situation Calculus cs.AI · 2025-01-12 · unverdicted · none · ref 19 · internal anchor

    The paper introduces a counterfactual notion of cause in situation calculus that generalizes to achievement causes and is compared to prior definitions by Batusov-Soutchanski and Halpern-Pearl, noting issues with disjunctive goals.