Grounding Predictive Reliability through Masked Observability

Shang Gao, Bernhard Sick, Franz Götz-Hahn

An uncertainty estimate is meaningful only if its semantics can be tied to observable predictive behavior. Normal-Inverse-Gamma (NIG) evidential regression provides a structured de…