2 papers
stat.ML2026
Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference
Camille Touron, Gabriel V. Cardoso, Julyan Arbel +1
Compositional score-based approaches to simulation-based inference (SBI) approximate the posterior over a shared parameter given independent observations by aggregating individ…
stat.ML2026
Error analysis of a compositional score-based algorithm for simulation-based inference
Camille Touron, Gabriel V. Cardoso, Julyan Arbel +1
Simulation-based inference (SBI) has become a widely used framework in applied sciences for estimating the parameters of stochastic models that best explain experimental observatio…