1.7k citations · 1.8k across the 18 of their papers we have counts for
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stat.ML2023★ 2 cited
Conditional validity of heteroskedastic conformal regression
Nicolas Dewolf, Bernard De Baets, Willem Waegeman
Conformal prediction, and split conformal prediction as a specific implementation, offer a distribution-free approach to estimating prediction intervals with statistical guarantees…
cs.LG2023★ 3 cited
On Second-Order Scoring Rules for Epistemic Uncertainty Quantification
Viktor Bengs, Eyke Hüllermeier, Willem Waegeman
It is well known that accurate probabilistic predictors can be trained through empirical risk minimisation with proper scoring rules as loss functions. While such learners capture…