activity
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

collaborators

34 papers

gr-qc2023★ 35 cited

Relativistic perturbation theory for black-hole boson clouds

Enrico Cannizzaro, Laura Sberna, Stephen R. Green +1

We develop a relativistic perturbation theory for scalar clouds around rotating black holes. We first introduce a relativistic product and corresponding orthogonality relation betw…

cs.LG2023★ 9 cited

Flow Matching for Scalable Simulation-Based Inference

Maximilian Dax, Jonas Wildberger, Simon Buchholz +3

Neural posterior estimation methods based on discrete normalizing flows have become established tools for simulation-based inference (SBI), but scaling them to high-dimensional pro…

gr-qc2022★ 22 cited

Adapting to noise distribution shifts in flow-based gravitational-wave inference

Jonas Wildberger, Maximilian Dax, Stephen R. Green +5

Deep learning techniques for gravitational-wave parameter estimation have emerged as a fast alternative to standard samplers $\unicode{x2013}$ producing results of comparable accur…

gr-qc2022★ 48 cited

Conserved currents for Kerr and orthogonality of quasinormal modes

Stephen R. Green, Stefan Hollands, Laura Sberna +2

We introduce a bilinear form for Weyl scalar perturbations of Kerr. The form is symmetric and conserved, and we show that, when combined with a suitable renormalization prescriptio…

gr-qc2022★ 110 cited

Neural Importance Sampling for Rapid and Reliable Gravitational-Wave Inference

Maximilian Dax, Stephen R. Green, Jonathan Gair +5

We combine amortized neural posterior estimation with importance sampling for fast and accurate gravitational-wave inference. We first generate a rapid proposal for the Bayesian po…

gr-qc2022★ 20 cited

Using machine learning to parametrize postmerger signals from binary neutron stars

Tim Whittaker, William E. East, Stephen R. Green +2

There is growing interest in the detection and characterization of gravitational waves from postmerger oscillations of binary neutron stars. These signals contain information about…

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…

astro-ph.IM2020

Complete parameter inference for GW150914 using deep learning

Stephen R. Green, Jonathan Gair

The LIGO and Virgo gravitational-wave observatories have detected many exciting events over the past five years. As the rate of detections grows with detector sensitivity, this pos…

astro-ph.IM2020★ 166 cited

Gravitational-wave parameter estimation with autoregressive neural network flows

Stephen R. Green, Christine Simpson, Jonathan Gair

We introduce the use of autoregressive normalizing flows for rapid likelihood-free inference of binary black hole system parameters from gravitational-wave data with deep neural ne…

gr-qc2019★ 12 cited

Excited hairy black holes: dynamical construction and level transitions

Pablo Bosch, Stephen R. Green, Luis Lehner +1

We study the dynamics of unstable Reissner-Nordström anti-de Sitter black holes under charged scalar field perturbations in spherical symmetry. We unravel their general behavior an…

gr-qc2019★ 63 cited

Teukolsky formalism for nonlinear Kerr perturbations

Stephen R. Green, Stefan Hollands, Peter Zimmerman

We develop a formalism to treat higher order (nonlinear) metric perturbations of the Kerr spacetime in a Teukolsky framework. We first show that solutions to the linearized Einstei…

gr-qc2017★ 27 cited

Extended I-Love relations for slowly rotating neutron stars

Jérémie Gagnon-Bischoff, Stephen R. Green, Philippe Landry +1

Observations of gravitational waves from inspiralling neutron star binaries---such as GW170817---can be used to constrain the nuclear equation of state by placing bounds on stellar…

gr-qc2016★ 30 cited

A Simple, Heuristic Derivation of our "No Backreaction" Results

Stephen R. Green, Robert M. Wald

We provide a simple discussion of our results on the backreaction effects of density inhomogeneities in cosmology, without mentioning one-parameter families or weak limits. Emphasi…

gr-qc2016★ 105 cited

Nonlinear Evolution and Final Fate of Charged Anti-de Sitter Black Hole Superradiant Instability

Pablo Bosch, Stephen R. Green, Luis Lehner

We describe the full nonlinear development of the superradiant instability for a charged massless scalar field, coupled to general relativity and electromagnetism, in the vicinity…

gr-qc2015★ 76 cited

Superradiant instabilities of asymptotically anti-de Sitter black holes

Stephen R. Green, Stefan Hollands, Akihiro Ishibashi +1

We study the linear stability of asymptotically anti-de Sitter black holes in general relativity in spacetime dimension . Our approach is an adaptation of the general framew…

gr-qc2015★ 52 cited

Islands of stability and recurrence times in AdS

Stephen R. Green, Antoine Maillard, Luis Lehner +1

We study the stability of anti-de Sitter (AdS) spacetime to spherically symmetric perturbations of a real scalar field in general relativity. Further, we work within the context of…

gr-qc2015★ 29 cited

Reply to "Comment on two-mode stability islands around AdS"

Alex Buchel, Stephen R. Green, Luis Lehner +1

We respond to the criticisms of a recent comment by Bizoń and Rostworowski [arXiv:1410.2631].

gr-qc2015★ 23 cited

Comments on Backreaction

Stephen R. Green, Robert M. Wald

We respond to the criticisms of a recent paper of Buchert et al. [arXiv:1505.07800]

gr-qc2015★ 21 cited

Coupled Oscillator Model for Nonlinear Gravitational Perturbations

Huan Yang, Fan Zhang, Stephen R. Green +1

Motivated by the gravity/fluid correspondence, we introduce a new method for characterizing nonlinear gravitational interactions. Namely we map the nonlinear perturbative form of t…

gr-qc2014★ 53 cited

Conserved quantities and dual turbulent cascades in Anti-de Sitter spacetime

Alex Buchel, Stephen R. Green, Luis Lehner +1

We consider the dynamics of a spherically symmetric massless scalar field coupled to general relativity in Anti--de Sitter spacetime in the small-amplitude limit. Within the contex…