Author name: Jonas Landsgesell, Pascal Knoll

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

Jonas Landsgesell, Pascal Knoll / April 1, 2026

arXiv:2603.29928v1 Announce Type: new
Abstract: Tabular foundation models such as TabPFN and TabICL already produce full predictive distributions yet prevailing regression benchmarks evaluate them almost exclusively via point estimate metrics RMSE R2 …

cs.AI, cs.LG

Distributional Regression with Tabular Foundation Models: Evaluating Probabilistic Predictions via Proper Scoring Rules

Jonas Landsgesell, Pascal Knoll / March 31, 2026

arXiv:2603.08206v4 Announce Type: replace
Abstract: Tabular foundation models such as TabPFN and TabICL already produce full predictive distributions, yet the benchmarks used to evaluate them (TabArena, TALENT, and others) still rely almost exclusivel…