Additional material Effort paper

2025/01/08 by Marco Bonici, Guido D’Amico, Bonici, Marco +8 · 2 voices · 6 citations
Engineering · Mathematics · Physics and Astronomy · #Algorithm #Artificial intelligence #Bayesian probability #Boss #Code (set theory) #Computational science #Computer engineering #Computer science #Cosmology and Gravitation Theories #Data mining #Differentiable function #Engineering #Field (mathematics) #Galaxies: Formation, Evolution, Phenomena #Mathematics #Monte Carlo method #Physics #Preprocessor #Programming language #Reliability (semiconductor) #Scale (ratio) #Scientific Research and Discoveries #Set (abstract data type) #Statistics #Universe #astro-ph.CO #astro-ph.IM

paper · pdf · doi:10.48550/arxiv.2501.04639

published in arXiv (Cornell University) (Cornell University)

openalex publication_date 2025/01/08 · openalex created_date 2025/01/10 · openalex updated_date 2026/07/28

Abstract

The data here include: training and validation datasets, both for the fixed and flexible redshift emulators trained emulators, both for the fixed and flexible redshift emulators, using different number of input data, different preprocessing schemes, different random seeds

Cited by

• Frequentist Cosmological Constraints from Full-Shape Clustering Measurements in DESI DR1
• PyBird-JAX: Accelerated inference in large-scale structure with model-independent emulation of one-loop galaxy power spectra
• Enhancing DESI DR1 Full-Shape analyses using HOD-informed priors

Discussions

• It's paper day! It took quite some time, but we finally got it:) arxiv.org/abs/2501.04639 🚀 Excited to share our latest work: Effort.jl - a fast, differentiable emulator for the Effective Field Theor [bsky, 17 points, 1 comments]
• Fast and Differentiable Emulator for the Effective Field Theory of the Universe [hn, 2 points, 0 comments]

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