8 citations · 13 across the 3 of their papers we have counts for
3 papers
astro-ph.CO2024★ 4 cited
Dark Energy Survey Year 3 results: likelihood-free, simulation-based CDM inference with neural compression of weak-lensing map statistics
N. Jeffrey, L. Whiteway, M. Gatti +88
We present simulation-based cosmological CDM inference using Dark Energy Survey Year 3 weak-lensing maps, via neural data compression of weak-lensing map summary statistics: pow…
stat.ML2023★ 1 cited
Optimal simulation-based Bayesian decisions
Justin Alsing, Thomas D. P. Edwards, Benjamin Wandelt
We present a framework for the efficient computation of optimal Bayesian decisions under intractable likelihoods, by learning a surrogate model for the expected utility (or its dis…
astro-ph.CO2022★ 8 cited
Measuring the thermal and ionization state of the low- IGM using likelihood free inference
Teng Hu, Vikram Khaire, Joseph F. Hennawi +6
We present a new approach to measure the power-law temperature density relationship and the UV background photoionization rate of the IGM base…