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20102023
most citedReal-time gravitational-wave science with neural posterior estimation

258 citations · 2.1k across the 33 of their papers we have counts for

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Showing 2021Show all

5 papers · 1 filter

gr-qc2021★ 88 cited

Nonlinear effects in the black hole ringdown: absorption-induced mode excitation

Laura Sberna, Pablo Bosch, William E. East +2

Gravitational-wave observations of black hole ringdowns are commonly used to characterize binary merger remnants and to test general relativity. These analyses assume linear black…

cs.LG2021★ 1 cited

Group equivariant neural posterior estimation

Maximilian Dax, Stephen R. Green, Jonathan Gair +3

Simulation-based inference with conditional neural density estimators is a powerful approach to solving inverse problems in science. However, these methods typically treat the unde…

gr-qc2021★ 44 cited

New metric reconstruction scheme for gravitational self-force calculations

Vahid Toomani, Peter Zimmerman, Andrew Spiers +3

Inspirals of stellar-mass objects into massive black holes will be important sources for the space-based gravitational-wave detector LISA. Modelling these systems requires calculat…

astro-ph.HE2021

Gamma-radiation sky maps from compact binaries

Néstor Ortiz, Federico Carrasco, Stephen R. Green +3

We study sky maps and light curves of gamma-ray emission from neutron stars in compact binaries, and in isolation. We briefly review some gamma-ray emission models, and reproduce s…

gr-qc2021★ 258 cited

Real-time gravitational-wave science with neural posterior estimation

Maximilian Dax, Stephen R. Green, Jonathan Gair +3

We demonstrate unprecedented accuracy for rapid gravitational-wave parameter estimation with deep learning. Using neural networks as surrogates for Bayesian posterior distributions…