Hierarchical Inference with Bayesian Neural Networks: An Application to Strong Gravitational Lensing

Planck 2018 results. VI. Cosmological parameters

(2020)   ASTRONOMY & ASTROPHYSICS

Differentiable Strong Lensing: Uniting Gravity and Neural Nets through Differentiable Probabilistic Programming

(2020) Marco Chianese et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

STRIDES: a 3.9 per cent measurement of the Hubble constant from the strong lens system DES J0408−5354

(2020) A J Shajib et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

H0LiCOW XIII. A 2.4% measurement of H0 from lensed quasars: 5.3σ tension between early and late-Universe probes

(2020) Kenneth C Wong et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

TDCOSMO. IV. Hierarchical time-delay cosmography-joint inference of the Hubble constant and galaxy density profiles

(2020) S. Birrer et al.   ASTRONOMY & ASTROPHYSICS

HOLISMOKES. IV. Efficient mass modeling of strong lenses through deep learning

(2020) S. Schuldt et al.   ASTRONOMY & ASTROPHYSICS

Tensions between the early and late Universe

(2019) Licia Verde et al.   Nature Astronomy

Is every strong lens model unhappy in its own way? Uniform modelling of a sample of 13 quadruply+ imaged quasars

(2018) A J Shajib et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

lenstronomy: Multi-purpose gravitational lens modelling software package

(2018) Simon Birrer et al.   Physics of the Dark Universe

Improving time-delay cosmography with spatially resolved kinematics

(2017) Anowar J. Shajib et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Leveraging uncertainty information from deep neural networks for disease detection

(2017) Christian Leibig et al.   Scientific Reports

THE SL2S GALAXY-SCALE LENS SAMPLE. III. LENS MODELS, SURFACE PHOTOMETRY, AND STELLAR MASSES FOR THE FINAL SAMPLE

(2013) Alessandro Sonnenfeld et al.   ASTROPHYSICAL JOURNAL

TWO ACCURATE TIME-DELAY DISTANCES FROM STRONG LENSING: IMPLICATIONS FOR COSMOLOGY

(2013) S. H. Suyu et al.   ASTROPHYSICAL JOURNAL

emcee: The MCMC Hammer

(2013) Daniel Foreman-Mackey et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

Strong Lensing by Galaxies

(2010) Tommaso Treu   Annual Review of Astronomy and Astrophysics

INFERRING THE ECCENTRICITY DISTRIBUTION

(2010) David W. Hogg et al.   ASTROPHYSICAL JOURNAL

Gravitationally lensed quasars and supernovae in future wide-field optical imaging surveys

(2010) Masamune Oguri et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Ensemble samplers with affine invariance

(2010) Jonathan Goodman et al.   Communications in Applied Mathematics and Computational Science

The Sloan Lens ACS Survey. VII. Elliptical Galaxy Scaling Laws from Direct Observational Mass Measurements

(2008) Adam S. Bolton et al.   ASTROPHYSICAL JOURNAL