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arXiv — cs.AI

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Optimal Correction Sets for Provable Redress of Contestable Causal Discovery

arXiv:2610.33138v1 Announce Type: new Abstract: Constraint-based causal discovery relies on conditional-independence (CI) tests that may conflict in finite samples, leaving no causal graph that satisfies them all. Causal Assumption-based Argumentation (ABA) makes these tests…

arXiv — cs.AIBy: Fabrizio Russo, Giuseppe Mazzotta, Carmine Dodaro, Francesco Ricca, Francesca ToniOctober 27, 2026 (yesterday)
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  • arXiv:2610.33138v1 Announce Type: new Abstract: Constraint-based causal discovery relies on conditional-independence (CI) tests that may conflict in finite samples, leaving no causal graph that satisfies them all
  • Causal Assumption-based Argumentation (ABA) makes these tests…
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Optimal Correction Sets for Provable Redress of Contestable Causal Discovery

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