HIFI: A Highly Efficient Framework for Statistical Inference with Foundation Models

arXiv:2610.34550 · stat.ML, cs.LG · Submitted 2026-10-25 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-10-25

Updated: 2026-10-25

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
• Scalable Posterior Uncertainty for Flexible Density-Based Clustering
• A Transport Geometry of Benign Overfitting
• Efficient quadratic entropy with distance sketches