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cs.LG2025
Learning Causal Alignment for Reliable Disease Diagnosis
Mingzhou Liu, Ching-Wen Lee, Xinwei Sun +2
Aligning the decision-making process of machine learning algorithms with that of experienced radiologists is crucial for reliable diagnosis. While existing methods have attempted t…
cs.LG2024
Bayesian Intervention Optimization for Causal Discovery
Yuxuan Wang, Mingzhou Liu, Xinwei Sun +2
Causal discovery is crucial for understanding complex systems and informing decisions. While observational data can uncover causal relationships under certain assumptions, it often…