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conftrace_

stochastic simulator

5 papers

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bayesian inference (2) optimisation monte carlo (1) uncertain evidence (1) virtual evidence (1) bayesian parameter inference (1) neural surrogate (1) probabilistic surrogate (1) marginal posterior (1) latent variable inference (1) inverse graphics (1)

Papers

Uncertain Evidence in Probabilistic Models and Stochastic Simulators ICML 2023 Probabilistic surrogate networks for simulators with unbounded randomness UAI 2022 Truncated Marginal Neural Ratio Estimation NeurIPS 2021 Robust Optimisation Monte Carlo AISTATS 2020 Black-Box Policy Search with Probabilistic Programs AISTATS 2016