15 citations · 16 across the 10 of their papers we have counts for
Showing 2025 · math.STShow all
2 papers · 2 filters
math.ST2025
From Tail Universality to Bernstein-von Mises: A Unified Statistical Theory of Semi-Implicit Variational Inference
Sean Plummer
Semi-implicit variational inference (SIVI) constructs approximate posteriors of the form , where the conditional kernel is parameterized and the mixing b…
math.ST2025
Singular Fluctuation as Specific Heat in Bayesian Learning
Sean Plummer
Singular learning theory characterizes Bayesian models with non-identifiable parameterizations through two central quantities: the real log canonical threshold (RLCT), which govern…