Fast End-to-End Framework for Cosmological Parameter Inference from CMB Data Using Machine Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Santos, Larissa, Novaes, Camila P., Ferreira, Elisa G. M., Baccigalupi, Carlo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Inflation at the End of 2025: Constraints on $r$ and $n_s$ Using the Latest CMB and BAO Data
by: Balkenhol, L., et al.
Published: (2025)
by: Balkenhol, L., et al.
Published: (2025)
Cosmology from HSC Y1 Weak Lensing with Combined Higher-Order Statistics and Simulation-based Inference
by: Novaes, Camila P., et al.
Published: (2024)
by: Novaes, Camila P., et al.
Published: (2024)
The spectrum of $n_s$ constraints from DESI and CMB data
by: McDonough, Evan, et al.
Published: (2025)
by: McDonough, Evan, et al.
Published: (2025)
CMB Polarization Measurements
by: Carretti, E., et al.
Published: (2024)
by: Carretti, E., et al.
Published: (2024)
Blind mitigation of foreground-induced biases on primordial $B$ modes for ground-based CMB experiments
by: Mustafa, Aliza, et al.
Published: (2026)
by: Mustafa, Aliza, et al.
Published: (2026)
$B$-sure I: Minkowski functionals as robustness test for tensor-to-scalar ratio detection from CMB observations
by: Ranucci, Claudio, et al.
Published: (2025)
by: Ranucci, Claudio, et al.
Published: (2025)
Cosmological constraints from low redshift 21 cm intensity mapping with machine learning
by: Novaes, Camila P., et al.
Published: (2023)
by: Novaes, Camila P., et al.
Published: (2023)
The End of Easy Phenomenology for CMB Experiments: A Case Study in the Dark Sector
by: Trendafilova, Cynthia, et al.
Published: (2025)
by: Trendafilova, Cynthia, et al.
Published: (2025)
Multi-Clustering Needlet-ILC for CMB B-modes component separation
by: Carones, Alessandro, et al.
Published: (2022)
by: Carones, Alessandro, et al.
Published: (2022)
Recovering the CMB signal with neural networks
by: Casas, J. M., et al.
Published: (2025)
by: Casas, J. M., et al.
Published: (2025)
Cosmology From CMB Lensing and Delensed EE Power Spectra Using 2019-2020 SPT-3G Polarization Data
by: Ge, F., et al.
Published: (2024)
by: Ge, F., et al.
Published: (2024)
Forecast of CMB TB and EB correlations for AliCPT-1
by: Dou, Jiazheng, et al.
Published: (2024)
by: Dou, Jiazheng, et al.
Published: (2024)
Cosmological and Astrophysical Parameter Inference from Stacked Galaxy Cluster Profiles Using CAMELS-zoomGZ
by: Hernández-Martínez, Elena, et al.
Published: (2024)
by: Hernández-Martínez, Elena, et al.
Published: (2024)
The quest for CMB signatures of Conformal Cyclic Cosmology
by: Bodnia, Eve, et al.
Published: (2022)
by: Bodnia, Eve, et al.
Published: (2022)
Astrophysical and Cosmological Relevance of the High-Frequency Features in the Stochastic Gravitational-Wave Background
by: Capurri, Giulia, et al.
Published: (2023)
by: Capurri, Giulia, et al.
Published: (2023)
ForSE+: Simulating non-Gaussian CMB foregrounds at 3 arcminutes in a stochastic way based on a generative adversarial network
by: Yao, Jian, et al.
Published: (2024)
by: Yao, Jian, et al.
Published: (2024)
Interpreting map-based $E$/$B$ spectral properties of CMB foregrounds
by: Weymann-Despres, Gilles, et al.
Published: (2026)
by: Weymann-Despres, Gilles, et al.
Published: (2026)
Probing the Cosmological Principle with CMB lensing and cosmic shear
by: Adam, James, et al.
Published: (2025)
by: Adam, James, et al.
Published: (2025)
Cosmology from Planck CMB Lensing and DESI DR1 Quasar Tomography
by: de Belsunce, R., et al.
Published: (2025)
by: de Belsunce, R., et al.
Published: (2025)
Cosmology with Persistent Homology: Parameter Inference via Machine Learning
by: Calles, Juan, et al.
Published: (2024)
by: Calles, Juan, et al.
Published: (2024)
Learning the Universe: Cosmological and Astrophysical Parameter Inference with Galaxy Luminosity Functions and Colours
by: Lovell, Christopher C., et al.
Published: (2024)
by: Lovell, Christopher C., et al.
Published: (2024)
Profile Likelihoods in Cosmology: When, Why and How illustrated with $Λ$CDM, Massive Neutrinos and Dark Energy
by: Herold, Laura, et al.
Published: (2024)
by: Herold, Laura, et al.
Published: (2024)
A Differentiable, End-to-End Forward Model for 21 cm Cosmology: Estimating the Foreground, Instrument, and Signal Joint Posterior
by: Kern, Nicholas
Published: (2025)
by: Kern, Nicholas
Published: (2025)
Probabilistic Inference of Cosmological Density Parameters from Synthetic Hubble Expansion Data of Varying SNR Using Diverse Artificial Neural Network Architectures
by: Jin, Zijian, et al.
Published: (2025)
by: Jin, Zijian, et al.
Published: (2025)
Probing Cosmology through Higher-Order CMB Lensing Statistics
by: Chen, Shu-Fan, et al.
Published: (2026)
by: Chen, Shu-Fan, et al.
Published: (2026)
Cosmological Parameter Forecasts for a CMB-HD Survey
by: MacInnis, Amanda, et al.
Published: (2023)
by: MacInnis, Amanda, et al.
Published: (2023)
Constraining Cosmology With the CMB $\times$ LIM-Nulling Convergence
by: Fronenberg, Hannah, et al.
Published: (2023)
by: Fronenberg, Hannah, et al.
Published: (2023)
Machine Learning Techniques for Astrophysics and Cosmology: Simulation-Based Inference
by: Thiele, Leander
Published: (2026)
by: Thiele, Leander
Published: (2026)
Cosmological measurement of the gravitational constant $G$ using the CMB, the BAO and the BBN
by: Lamine, Brahim, et al.
Published: (2024)
by: Lamine, Brahim, et al.
Published: (2024)
Is natural inflation in agreement with CMB data?
by: Santos, F. B. M. dos, et al.
Published: (2023)
by: Santos, F. B. M. dos, et al.
Published: (2023)
Einstein-Gauss-Bonnet Cosmological Theories at Reheating and at the End of the Inflationary Era
by: Oikonomou, V. K., et al.
Published: (2024)
by: Oikonomou, V. K., et al.
Published: (2024)
The forest at EndEoR: The effect of Lyman Limit Systems on the End of Reionisation
by: Georgiev, Ivelin, et al.
Published: (2024)
by: Georgiev, Ivelin, et al.
Published: (2024)
Cosmological constraints using Minkowski functionals from the first year data of the Hyper Suprime-Cam
by: Armijo, Joaquin, et al.
Published: (2024)
by: Armijo, Joaquin, et al.
Published: (2024)
Future Parameter Constraints from Weak Lensing CMB and Galaxy Lensing Power- and Bispectra
by: Frugte, Jonas, et al.
Published: (2025)
by: Frugte, Jonas, et al.
Published: (2025)
The Cosmological Parameters (2025)
by: Cortês, Marina, et al.
Published: (2026)
by: Cortês, Marina, et al.
Published: (2026)
The Cosmological Parameters (2023)
by: Lahav, Ofer, et al.
Published: (2024)
by: Lahav, Ofer, et al.
Published: (2024)
The Atacama Cosmology Telescope: Cosmology from cross-correlations of unWISE galaxies and ACT DR6 CMB lensing
by: Farren, Gerrit S., et al.
Published: (2023)
by: Farren, Gerrit S., et al.
Published: (2023)
Cosmology from Cross-Correlation of ACT-DR4 CMB Lensing and DES-Y3 Cosmic Shear
by: Shaikh, S., et al.
Published: (2023)
by: Shaikh, S., et al.
Published: (2023)
Cosmological measurements from the CMB and BAO are insensitive to the tail probability in the assumed likelihood
by: Krywonos, Jordan, et al.
Published: (2024)
by: Krywonos, Jordan, et al.
Published: (2024)
Cosmology from weak lensing, galaxy clustering, CMB lensing and tSZ: II. Optimizing Roman survey design for CMB cross-correlation science
by: Eifler, Tim, et al.
Published: (2024)
by: Eifler, Tim, et al.
Published: (2024)
Similar Items
-
Inflation at the End of 2025: Constraints on $r$ and $n_s$ Using the Latest CMB and BAO Data
by: Balkenhol, L., et al.
Published: (2025) -
Cosmology from HSC Y1 Weak Lensing with Combined Higher-Order Statistics and Simulation-based Inference
by: Novaes, Camila P., et al.
Published: (2024) -
The spectrum of $n_s$ constraints from DESI and CMB data
by: McDonough, Evan, et al.
Published: (2025) -
CMB Polarization Measurements
by: Carretti, E., et al.
Published: (2024) -
Blind mitigation of foreground-induced biases on primordial $B$ modes for ground-based CMB experiments
by: Mustafa, Aliza, et al.
Published: (2026)