Unit-level aggregation breaks coverage in causal foundation models

arXiv:2610.22770 · stat.ML, cs.LG · Submitted 2026-10-16 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-10-16

Updated: 2026-10-16

Terminology

• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Efficient quadratic entropy with distance sketches
• Embedding-Bias in Conditional Independence Testing
• From Log-Odds to Shapley Values: An Explanatory Geometry for the Weighted Naive Bayes Classifier