2 papers
stat.ML2026
Calibrating Generative Models to Distributional Constraints
Henry D. Smith, Nathaniel L. Diamant, Brian L. Trippe
Generative models frequently suffer miscalibration, wherein statistics of the sampling distribution, such as the fraction of generations in a given class, deviate from desired valu…
cs.LG2025
SING: SDE Inference via Natural Gradients
Amber Hu, Henry Smith, Scott Linderman
Latent stochastic differential equation (SDE) models are important tools for the unsupervised discovery of dynamical systems from data, with applications ranging from engineering t…