2026
Robust Causal Discovery Under Imperfect Structural Constraints
AAAI 2026technical
Robust causal discovery from observational data under imperfect prior knowledge remains a significant and largely unresolved challenge. Existing methods typically presuppose perfect priors or can only handle specific, pre-identified error types. And their performance degrades substantially when conf