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credal sets 1integral probability metrics 1multiclass classification 1total variation distance 1uncertainty quantification 1

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cs.AI2026

Quantification of Credal Uncertainty: A Distance-Based Approach

Xabier Gonzalez-Garcia, Siu Lun Chau, Julian Rodemann +6

The paper introduces a distance-based method using Integral Probability Metrics to quantify total, aleatoric, and epistemic uncertainty for credal sets, providing efficient measure…