Causal Discovery as Dialectical Aggregation: A Quantitative Argumentation Framework

Sheng Wei, Yulin Chen, Beishui Liao

Constraint-based causal discovery is brittle in finite-sample regimes because erroneous conditional-independence (CI) decisions can cascade into substantial structural errors. We p…