Extracting Cosmological Information from Lightcone Data: A Comparison of CNNs and Summary-Statistic-Based Approaches
Fuente:
arXiv
Saved in:
| Main Authors: | Zhiwei, Min, Xu, Xiao, Zhujun, Jiang, Liang, Xiao, Fenfen, Yin, Jiacheng, Ding, Haitao, Miao, Shupei, Chen, Qiufan, Lin, yang, Wang, Le, Zhang, XiaoDong, Li |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Cosmological Constraints from Bias-Robust Wavelet Scattering Statistics for Stage-IV Galaxy Surveys
by: Jiang, Zhujun, et al.
Published: (2026)
by: Jiang, Zhujun, et al.
Published: (2026)
A New Wavelet Scattering Transform-Based Statistic for Cosmological Analysis of Large-Scale Structure
by: Jiang, Zhujun, et al.
Published: (2025)
by: Jiang, Zhujun, et al.
Published: (2025)
Enhancing Cosmological Constraints by Two-dimensional $β$-cosmic-web Weighted Angular Correlation Functions
by: Yin, Fenfen, et al.
Published: (2025)
by: Yin, Fenfen, et al.
Published: (2025)
Enhancing cosmological constraints with nonlinear tanh transformations of Hermite-Gaussian Derivative fields
by: Min, Zhiwei, et al.
Published: (2026)
by: Min, Zhiwei, et al.
Published: (2026)
AI-Driven Reconstruction of Large-Scale Structure from Combined Photometric and Spectroscopic Surveys
by: Du, Wenying, et al.
Published: (2025)
by: Du, Wenying, et al.
Published: (2025)
Improving SDSS cosmological constraints through $β$-skeleton weighted correlation functions
by: Yin, Fenfen, et al.
Published: (2024)
by: Yin, Fenfen, et al.
Published: (2024)
Deep learning for cosmological parameter inference from a dark matter halo density field
by: Min, Zhiwei, et al.
Published: (2024)
by: Min, Zhiwei, et al.
Published: (2024)
Tomographic Alcock-Paczynski Test with Marked Correlation Functions
by: Xiao, Liang, et al.
Published: (2025)
by: Xiao, Liang, et al.
Published: (2025)
Cosmological constraints from neighbor-density-weighted marked correlation functions
by: Xiao, Xu, et al.
Published: (2026)
by: Xiao, Xu, et al.
Published: (2026)
How Dark is Dark Energy? A Lightcones Comparison Approach
by: Carfora, Mauro, et al.
Published: (2025)
by: Carfora, Mauro, et al.
Published: (2025)
Inferring Cosmological Parameters on SDSS via Domain-Generalized Neural Networks and Lightcone Simulations
by: Lee, Jun-Young, et al.
Published: (2024)
by: Lee, Jun-Young, et al.
Published: (2024)
Optimization of Weak Lensing Lightcone Simulations for Higher-Order Statistics in the LSST era
by: Mena-Fernández, J., et al.
Published: (2026)
by: Mena-Fernández, J., et al.
Published: (2026)
AI-Powered Reconstruction of Dark Matter Velocity Fields from Redshift-Space Halo Distribution
by: Xiao, Xu, et al.
Published: (2024)
by: Xiao, Xu, et al.
Published: (2024)
Baryon Pasting the Uchuu Lightcone Simulation
by: Lau, Erwin T., et al.
Published: (2024)
by: Lau, Erwin T., et al.
Published: (2024)
Three-dimensional Conditional Diffusion Models for Cosmological 21 cm Lightcone Emulation
by: Xia, Bin, et al.
Published: (2026)
by: Xia, Bin, et al.
Published: (2026)
Halo Lightcones with Optimised Orientation and Interpolation in Cosmological Simulations -- an application to mock H$α$ selected galaxies
by: Ramakrishnan, Sujatha, et al.
Published: (2025)
by: Ramakrishnan, Sujatha, et al.
Published: (2025)
The Shear-to-Cosmology Paradigm I. Hybrid Field-Level and Simulation-Based Framework for Weak Lensing Surveys
by: Ding, Jiacheng, et al.
Published: (2025)
by: Ding, Jiacheng, et al.
Published: (2025)
Forecasting the BAO Measurements of the CSST galaxy and AGN Spectroscopic Surveys
by: Miao, Haitao, et al.
Published: (2023)
by: Miao, Haitao, et al.
Published: (2023)
Fast generation of mock galaxy catalogues with COLA
by: Ding, Jiacheng, et al.
Published: (2023)
by: Ding, Jiacheng, et al.
Published: (2023)
Enhanced Localization of Dark Lensed Gravitational Wave Events Enables Host Galaxy Identification and Precise Cosmological Inference
by: Chen, Zhiwei, et al.
Published: (2025)
by: Chen, Zhiwei, et al.
Published: (2025)
Testing the Equivalence Principle on Cosmological Scales Using Peculiar Acceleration Power Spectrum
by: Lu, Guoyuan, et al.
Published: (2025)
by: Lu, Guoyuan, et al.
Published: (2025)
Correlation-based Beam Calibration of 21cm Intensity Mapping
by: Ding, Jiacheng, et al.
Published: (2024)
by: Ding, Jiacheng, et al.
Published: (2024)
Recovering Cosmic Structure with a Simple Physical Constraint
by: Luan, Tian-Cheng, et al.
Published: (2025)
by: Luan, Tian-Cheng, et al.
Published: (2025)
Cosmological Prediction of the CSST Ultra Deep Field Type Ia Supernova Photometric Survey
by: Wang, Minglin, et al.
Published: (2024)
by: Wang, Minglin, et al.
Published: (2024)
Cosmological Constraints using the Void Size Function Data from BOSS DR16
by: Song, Yingxiao, et al.
Published: (2025)
by: Song, Yingxiao, et al.
Published: (2025)
Recovering the Coupled Treatment of Redshift-Space Distortions and the Lightcone Effect after Diffuse Foreground Removal
by: Feron, Jennifer, et al.
Published: (2025)
by: Feron, Jennifer, et al.
Published: (2025)
Extracting redshifts from 2D slitless spectroscopic images using deep learning for the CSST galaxy survey
by: Zhou, Xingchen, et al.
Published: (2026)
by: Zhou, Xingchen, et al.
Published: (2026)
Learning Optimal and Interpretable Summary Statistics of Galaxy Catalogs with SBI
by: Lehman, Kai, et al.
Published: (2024)
by: Lehman, Kai, et al.
Published: (2024)
Cosmological Inflation and Dark Sector from 11D Supergravity
by: Shi, Jiaming, et al.
Published: (2024)
by: Shi, Jiaming, et al.
Published: (2024)
Dimensionality Reduction Techniques for Statistical Inference in Cosmology
by: Park, Minsu, et al.
Published: (2024)
by: Park, Minsu, et al.
Published: (2024)
Learning Cosmology from Nearest Neighbour Statistics
by: Chatterjee, Atrideb, et al.
Published: (2025)
by: Chatterjee, Atrideb, et al.
Published: (2025)
Testing the phenomenological interacting dark energy model with gamma-ray bursts and Pantheon+ type Ia supernovae
by: Nong, Xiao-Dong, et al.
Published: (2024)
by: Nong, Xiao-Dong, et al.
Published: (2024)
CLAP. I. Resolving miscalibration for deep learning-based galaxy photometric redshift estimation
by: Lin, Qiufan, et al.
Published: (2024)
by: Lin, Qiufan, et al.
Published: (2024)
Generative Models of 21cm EoR Lightcones with 3D Scattering Transforms
by: Hothi, Ian, et al.
Published: (2025)
by: Hothi, Ian, et al.
Published: (2025)
Estimating the Uncertainty of Cosmological First Order Phase Transitions with Numerical Simulations of Bubble Nucleation
by: Guo, Huai-Ke, et al.
Published: (2023)
by: Guo, Huai-Ke, et al.
Published: (2023)
A User's Guide to Extracting Cosmological Information from Line-Intensity Maps
by: Bernal, José Luis, et al.
Published: (2019)
by: Bernal, José Luis, et al.
Published: (2019)
Probing Cosmology through Higher-Order CMB Lensing Statistics
by: Chen, Shu-Fan, et al.
Published: (2026)
by: Chen, Shu-Fan, et al.
Published: (2026)
Non-Gaussian Statistics of Nanohertz Stochastic Gravitational Waves
by: Xue, Xiao, et al.
Published: (2024)
by: Xue, Xiao, et al.
Published: (2024)
Hybrid Summary Statistics
by: Makinen, T. Lucas, et al.
Published: (2024)
by: Makinen, T. Lucas, et al.
Published: (2024)
Likelihood-free Model Selection in Cosmic Reionization with Three-dimensional Tomographic 21 cm Lightcone Images
by: Binnie, T., et al.
Published: (2025)
by: Binnie, T., et al.
Published: (2025)
Similar Items
-
Cosmological Constraints from Bias-Robust Wavelet Scattering Statistics for Stage-IV Galaxy Surveys
by: Jiang, Zhujun, et al.
Published: (2026) -
A New Wavelet Scattering Transform-Based Statistic for Cosmological Analysis of Large-Scale Structure
by: Jiang, Zhujun, et al.
Published: (2025) -
Enhancing Cosmological Constraints by Two-dimensional $β$-cosmic-web Weighted Angular Correlation Functions
by: Yin, Fenfen, et al.
Published: (2025) -
Enhancing cosmological constraints with nonlinear tanh transformations of Hermite-Gaussian Derivative fields
by: Min, Zhiwei, et al.
Published: (2026) -
AI-Driven Reconstruction of Large-Scale Structure from Combined Photometric and Spectroscopic Surveys
by: Du, Wenying, et al.
Published: (2025)