465 citations · 776 across the 17 of their papers we have counts for
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stat.CO2023
Flow Annealed Kalman Inversion for Gradient-Free Inference in Bayesian Inverse Problems
Richard D. P. Grumitt, Minas Karamanis, Uroš Seljak
For many scientific inverse problems we are required to evaluate an expensive forward model. Moreover, the model is often given in such a form that it is unrealistic to access its…
astro-ph.IM2023★ 1 cited
Bayesian Computation in Astronomy: Novel methods for parallel and gradient-free inference
Minas Karamanis
The goal of this thesis is twofold; introduce the fundamentals of Bayesian inference and computation focusing on astronomical and cosmological applications, and present recent adva…
astro-ph.CO2023★ 55 cited
JAX-COSMO: An End-to-End Differentiable and GPU Accelerated Cosmology Library
Jean-Eric Campagne, François Lanusse, Joe Zuntz +7
We present jax-cosmo, a library for automatically differentiable cosmological theory calculations. It uses the JAX library, which has created a new coding ecosystem, especially in…