Optimal Correction Sets for Provable Redress of Contestable Causal Discovery
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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 explicit as defeasible…
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- 2026-10-27 04:00 · arXiv cs.AI
Optimal Correction Sets for Provable Redress of Contestable Causal Discovery