Fast and Reliable Probabilistic Reflectometry Inversion with Prior-Amortized Neural Posterior Estimation.
Vladimir StarostinMaximilian DaxAlexander GerlachAlexander HinderhoferÁlvaro Tejero-CanteroFrank SchreiberPublished in: CoRR (2024)
Keyphrases
- posterior probability
- probabilistic model
- network architecture
- metropolis hastings algorithm
- neural network
- parameter estimation
- bayesian networks
- posterior distribution
- maximum a posteriori
- worst case
- probability distribution
- prior probabilities
- image reconstruction
- generative model
- multi class
- prior knowledge
- uncertain data
- estimation algorithm
- bio inspired
- bayesian framework
- search tree
- probabilistic logic