OneFlowSBI: One Model, Many Queries for Simulation-Based Inference

arXiv:2601.22951 · stat.ML, cs.LG · Submitted 2026-01-30 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-01-30

Updated: 2026-10-21

Terminology

• Simulation-Based Inference — 2× in this paper · explained in 3 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Inverse Problem — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 6 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