Guiding Posterior Exploration with Optimizer-Derived Geometry
This paper demonstrates that curvature estimates computed during the warmstart as a byproduct in adaptive optimizers such as AdamW can inform the sampling phase at negligible additional cost and consistently maintains or improves predictive performance and uncertainty quantification without any additional computational...