2025
High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching
AISTATS 2025poster
This paper addresses differential inference in time-varying parametric probabilistic models, like graphical models with changing structures. Instead of estimating a high-dimensional model at each time and estimating changes later, we directly learn the differential parameter, i.e., the time derivati…