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The mask suppresses noninformative dependencies and distinguishes autocorrelation from cross-variable causal effects, improving both predictive performance and interpretability. Experiments on nine benchmark datasets demonstrate consistent improvements over strong baselines, achieving up to [Formula: see text] reduction in MSE while maintaining computational efficiency. Visualization results further illustrate the interpretability of the learned causal structures. 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