1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2025
Causal Posterior Estimation
Simon Dirmeier, Antonietta Mira
We present Causal Posterior Estimation (CPE), a novel method for Bayesian inference in simulator models, i.e., models where the evaluation of the likelihood function is intractable…
cs.LG2024
Synthetic location trajectory generation using categorical diffusion models
Simon Dirmeier, Ye Hong, Fernando Perez-Cruz
Diffusion probabilistic models (DPMs) have rapidly evolved to be one of the predominant generative models for the simulation of synthetic data, for instance, for computer vision, a…
cs.LG2023★ 1 cited
Uncertainty quantification and out-of-distribution detection using surjective normalizing flows
Simon Dirmeier, Ye Hong, Yanan Xin +1
Reliable quantification of epistemic and aleatoric uncertainty is of crucial importance in applications where models are trained in one environment but applied to multiple differen…