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05/24/2023
Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation
Simulation-based inference (SBI) enables amortized Bayesian inference fo...
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05/24/2023
Adversarial robustness of amortized Bayesian inference
Bayesian inference usually requires running potentially costly inference...
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10/21/2022
Efficient identification of informative features in simulation-based inference
Simulation-based Bayesian inference (SBI) can be used to estimate the pa...
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10/10/2022
Truncated proposals for scalable and hassle-free simulation-based inference
Simulation-based inference (SBI) solves statistical inverse problems by ...
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03/08/2022
Variational methods for simulation-based inference
We present Sequential Neural Variational Inference (SNVI), an approach t...
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11/25/2021
Group equivariant neural posterior estimation
Simulation-based inference with conditional neural density estimators is...
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07/17/2020
SBI – A toolkit for simulation-based inference
Scientists and engineers employ stochastic numerical simulators to model...
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06/25/2019