Publications (60)
Rubin-Euclid Derived Data Products: Initial Recommendations
Leanne P. Guy, Jean-Charles Cuillandre, Etienne Bachelet +117
Cosmic web-type classification using decision theory
Florent Leclercq, Jens Jasche, Benjamin Wandelt
A Framework for Obtaining Accurate Posteriors of Strong Gravitational Lensing Parameters with Flexible Priors and Implicit Likelihoods using Density Estimation
Ronan Legin, Yashar Hezaveh, Laurence Perreault-Levasseur +1
Primordial Non-Gaussianity
P. Daniel Meerburg, Daniel Green, Muntazir Abidi +175
LtU-ILI: An All-in-One Framework for Implicit Inference in Astrophysics and Cosmology
Matthew Ho, Deaglan J. Bartlett, Nicolas Chartier +12
Halo detection via large-scale Bayesian inference
Alexander I. Merson, Jens Jasche, Filipe B. Abdalla +4
Field-Level Inference of Primordial Non-Gaussianity with the Quijote Simulation Suite
Adam Andrews, Jens Jasche, Guilhem Lavaux +10
Statistical properties of paired fixed fields
Francisco Villaescusa-Navarro, Sigurd Naess, Shy Genel +6
The phase-space structure of nearby dark matter as constrained by the SDSS
Florent Leclercq, Jens Jasche, Guilhem Lavaux +2
Science Impacts of the SPHEREx All-Sky Optical to Near-Infrared Spectral Survey II: Report of a Community Workshop on the Scientific Synergies Between the SPHEREx Survey and Other Astronomy Observatories
Olivier Doré, Michael W. Werner, Matthew L. N. Ashby +60
The Role of Machine Learning in the Next Decade of Cosmology
Michelle Ntampaka, Camille Avestruz, Steven Boada +27
Fast likelihood-free cosmology with neural density estimators and active learning
Justin Alsing, Tom Charnock, Stephen Feeney +1
PatchNet: A hierarchical approach for neural field-level inference from Quijote Simulations
Anirban Bairagi, Benjamin Wandelt
Galactic foreground contribution to the BEAST CMB Anisotropy Maps
Jorge MejÃa, Marco Bersanelli, Carlo Burigana +17
All-sky convolution for polarimetry experiments
Anthony Challinor, Pablo Fosalba, Daniel Mortlock +3
CMB-HD: Astro2020 RFI Response
Neelima Sehgal, Simone Aiola, Yashar Akrami +45
Hierarchical Cosmic Shear Power Spectrum Inference
Justin Alsing, Alan Heavens, Andrew H. Jaffe +3
Bayesian inference of CMB gravitational lensing
Ethan Anderes, Benjamin Wandelt, Guilhem Lavaux
The Future of Artificial Intelligence and the Mathematical and Physical Sciences (AI+MPS)
Andrew Ferguson, Marisa LaFleur, Lars Ruthotto +97
Probabilistic cartography of the large-scale structure
Florent Leclercq, Jens Jasche, Guilhem Lavaux +1
Nuisance hardened data compression for fast likelihood-free inference
Justin Alsing, Benjamin Wandelt
Generalized massive optimal data compression
Justin Alsing, Benjamin Wandelt
Insights into the content and spatial distribution of dust from the integrated spectral properties of galaxies
Jacopo Chevallard, Stephane Charlot, Benjamin Wandelt +1
Observing the Evolution of the Universe
James Aguirre, Alexandre Amblard, Amjad Ashoorioon +172
Neutrino mass constraint from an Implicit Likelihood Analysis of BOSS voids
Leander Thiele, Elena Massara, Alice Pisani +4
Calibrating cosmological simulations with implicit likelihood inference using galaxy growth observables
Yongseok Jo, Shy Genel, Benjamin Wandelt +7
The CAMELS Multifield Dataset: Learning the Universe's Fundamental Parameters with Artificial Intelligence
Francisco Villaescusa-Navarro, Shy Genel, Daniel Angles-Alcazar +25
Measuring Polarized Emission in Clusters in the CMB S4 Era
Thibaut Louis, Emory F. Bunn, Benjamin Wandelt +1
Dark matter halo merger and accretion probabilities in the excursion set formalism
Esfandiar Alizadeh, Benjamin Wandelt
On the Significance of Covariance for Constraining Theoretical Models From Galaxy Observables
Yongseok Jo, Shy Genel, Joel Leja +1
Multifield Cosmology with Artificial Intelligence
Francisco Villaescusa-Navarro, Daniel Anglés-Alcázar, Shy Genel +10
Bayesian large-scale structure inference: initial conditions and the cosmic web
Florent Leclercq, Benjamin Wandelt
Joint resonant CMB power spectrum and bispectrum estimation
P. Daniel Meerburg, Moritz Münchmeyer, Benjamin Wandelt
Improving gravitational wave search sensitivity with TIER: Trigger Inference using Extended strain Representation
Digvijay Wadekar, Arush Pimpalkar, Mark Ho-Yeuk Cheung +9
Posterior Sampling of the Initial Conditions of the Universe from Non-linear Large Scale Structures using Score-Based Generative Models
Ronan Legin, Matthew Ho, Pablo Lemos +4
Bayesian hierarchical modelling of weak lensing - the golden goal
Alan Heavens, Justin Alsing, Andrew Jaffe +3
How many simulations do we need for simulation-based inference in cosmology?
Anirban Bairagi, Benjamin Wandelt, Francisco Villaescusa-Navarro
AI Scientists as Engines of Discovery: A Case for Development within Reformed Institutions
Raul Jimenez, Boris Bolliet, Francisco Villaescusa-Navarro +7
Towards Robustness Across Cosmological Simulation Models TNG, SIMBA, ASTRID, and EAGLE
Yongseok Jo, Shy Genel, Anirvan Sengupta +3
One-point statistics of the Lagrangian displacement field
Florent Leclercq, Jens Jasche, Benjamin Wandelt
Dark matter voids in the SDSS galaxy survey
Florent Leclercq, Jens Jasche, P. M. Sutter +2
Pure E and B polarization maps via Wiener filtering
Emory F. Bunn, Benjamin Wandelt
Optimal bispectrum estimator and simulations of the the CMB Lensing-ISW non-Gaussian signal
Anna Mangilli, Benjamin Wandelt, Franz Elsner +1
CMB Polarization can constrain cosmology better than CMB temperature
Silvia Galli, Karim Benabed, François Bouchet +6
CARPool: fast, accurate computation of large-scale structure statistics by pairing costly and cheap cosmological simulations
Nicolas Chartier, Benjamin Wandelt, Yashar Akrami +1
HIFlow: Generating Diverse HI Maps and Inferring Cosmology while Marginalizing over Astrophysics using Normalizing Flows
Sultan Hassan, Francisco Villaescusa-Navarro, Benjamin Wandelt +11
Optimal simulation-based Bayesian decisions
Justin Alsing, Thomas D. P. Edwards, Benjamin Wandelt
Simulation-Based Inference of Strong Gravitational Lensing Parameters
Ronan Legin, Yashar Hezaveh, Laurence Perreault Levasseur +1
The Quijote simulations
Francisco Villaescusa-Navarro, ChangHoon Hahn, Elena Massara +26
RTFAST-Spectra: Emulation of X-ray reverberation mapping for active galactic nuclei
Benjamin Ricketts, Daniela Huppenkothen, Matteo Lucchini +4
Temperature and Polarization CMB Maps from Primordial non-Gaussianities of the Local Type
Michele Liguori, Amit Yadav, Frode K. Hansen +3
Sensitivity Analysis of Simulation-Based Inference for Galaxy Clustering
Chirag Modi, Shivam Pandey, Matthew Ho +3
One-point remapping of Lagrangian perturbation theory in the mildly non-linear regime of cosmic structure formation
Florent Leclercq, Jens Jasche, Héctor Gil-MarÃn +1
The CAMELS project: public data release
Francisco Villaescusa-Navarro, Shy Genel, Daniel Anglés-Alcázar +44
Massive optimal data compression and density estimation for scalable, likelihood-free inference in cosmology
Justin Alsing, Benjamin Wandelt, Stephen Feeney
Bayesian analysis of the dynamic cosmic web in the SDSS galaxy survey
Florent Leclercq, Jens Jasche, Benjamin Wandelt
Information-Ordered Bottlenecks for Adaptive Semantic Compression
Matthew Ho, Xiaosheng Zhao, Benjamin Wandelt
Robust marginalization of baryonic effects for cosmological inference at the field level
Francisco Villaescusa-Navarro, Shy Genel, Daniel Angles-Alcazar +11
The local and distant Universe: stellar ages and
Raul Jimenez, Andrea Cimatti, Licia Verde +2
Comparing cosmic web classifiers using information theory
Florent Leclercq, Guilhem Lavaux, Jens Jasche +1