Bridging AI and explainability in civil engineering: the Yin-Yang of predictive power and interpretability

The study highlights the need to balance AI’s predictive power with XAI’s transparency, akin to the Yin–Yang philosophy, and proposes a tailored XAI assessment framework addressing civil engineering’s unique needs—problem context, data constraints, and model explainability.