ScoringBench: A Benchmark for Evaluating Tabular Foundation Models with Proper Scoring Rules.

arXiv:2603.29928v4 Announce Type: replace Abstract: Tabular foundation models such as TabPFN, TabICL, ExaOneTabular, and Nori already produce full predictive distributions, yet prevailing regression benchmarks evaluate them almost exclusively via point-estimat