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From the 1 of 5 linked papers with an AI index.

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5 papers

astro-ph.IM2026

Emulating Cosmic Structure Formation with a Lagrangian Neural Cellular Automaton

Cooper Jacobus, Beatriz Tucci, Oliver Philcox

The paper presents a Lagrangian Neural Cellular Automaton that learns residual corrections to the Zeldovich approximation, providing a fast, differentiable and accurate emulator of…

cond-mat.stat-mech2026

Finding the Edge of Chaos in a Ferromagnet: Quantifying the "Complexity" of 2D Ising Phase Transitions with Image Compression

Cooper Jacobus

The data-driven characterization of the ``complexity'' present in dynamical systems remains an open problem with broad applications across the physical sciences. We investigate the…

astro-ph.EP2025

Transit Timing of the White Dwarf-cold Jupiter System WD 1856+534

Eli A. Gendreau-Distler, Kate B. Bostow, Kishore C. Patra +17

We present new transit-timing measurements for the white dwarf-cold Jupiter system WD 1856+534, extending the baseline of observations from 311 epochs to 1498 epochs. The planet is…

astro-ph.CO2025

A Gigaparsec-Scale Hydrodynamic Volume Reconstructed with Deep Learning

Cooper Jacobus, Roger de Belsunce, Solene Chabanier +4

The next generation of cosmological spectroscopic sky surveys will probe the distribution of matter across several Gigaparsecs (Gpc) or many billion light-years. In order to levera…

astro-ph.GA2025

SN 2023ixf in the Pinwheel Galaxy M101: From Shock Breakout to the Nebular Phase

Weikang Zheng, Luc Dessart, Alexei V. Filippenko +39

We present photometric and spectroscopic observations of SN 2023ixf covering from day one to 442 days after explosion. SN 2023ixf reached a peak -band absolute magnitude of $-18…