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cs.LG2026
Beyond Explaining Predictions: Logic-Based Explanations for Confidence in Machine Learning Models
Vinícius Peixoto Chagas, Carlos Henrique Leitão Cavalcante, Thiago Alves Rocha
Machine learning is increasingly used in critical domains, where both predictions and their associated confidence levels influence important decisions. To enhance transparency in s…
cs.LG2026
Reliable XAI Explanations in Sudden Cardiac Death Prediction for Chagas Cardiomyopathy
Vinícius P. Chagas, Luiz H. T. Viana, Mac M. da S. Carlos +4
Sudden cardiac death (SCD) is unpredictable, and its prediction in Chagas cardiomyopathy (CC) remains a significant challenge, especially in patients not classified as high risk. W…