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20232026
most citedSimulation-based Inference for High-dimensional Data using Surjective Sequential Neural Likelihood Estimation

2 citations · 4 across the 8 of their papers we have counts for

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cs.LG2025

Causal Posterior Estimation

Simon Dirmeier, Antonietta Mira

We present Causal Posterior Estimation (CPE), a novel method for Bayesian inference in simulator models, where evaluating the likelihood function is intractable or computationally…

stat.CO2025

A thermodynamic approach to Approximate Bayesian Computation with multiple summary statistics

Carlo Albert, Simone Ulzega, Simon Dirmeier +3

Bayesian inference with stochastic models is often difficult because their likelihood functions involve high-dimensional integrals. Approximate Bayesian Computation (ABC) avoids ev…