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stat.ML2025★ 1 cited
Multilevel neural simulation-based inference
Yuga Hikida, Ayush Bharti, Niall Jeffrey +1
Neural simulation-based inference (SBI) is a popular set of methods for Bayesian inference when models are only available in the form of a simulator. These methods are widely used…
stat.ML2020★ 12 cited
Solving high-dimensional parameter inference: marginal posterior densities & Moment Networks
Niall Jeffrey, Benjamin D. Wandelt
High-dimensional probability density estimation for inference suffers from the "curse of dimensionality". For many physical inference problems, the full posterior distribution is u…