1 citations · 2 across the 9 of their papers we have counts for
3 papers · 1 filter
A Three-Way Testing Framework for Quantifying Epistemic Calibration Uncertainty in SBI
Luben M. C. Cabezas, Pedro L. C. Rodrigues, Rafael Izbicki
Current experimental scientists increasingly rely on simulation-based inference (SBI) to invert complex models with intractable likelihoods. A primary goal in these settings is to…
CREDO: Epistemic-Aware Conformalized Credal Envelopes for Regression
Luben M. C. Cabezas, Sabina J. Sloman, Bruno M. Resende +3
Conformal prediction delivers prediction intervals with distribution-free coverage, but its intervals can look overconfident in regions where the model is extrapolating, because st…
Trustworthy Predictive Distributions for Tail Events with Semiparametric Diagnostic Transport Maps
Elizabeth Cucuzzella, Rafael Izbicki, Ann B. Lee
Machine learning forecast systems are moving beyond point predictions to full predictive distributions for future outcomes y conditional on complex inputs x. However, these distrib…