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A New Type of Isotropic Cosmological Models Without Singularity

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TopoFisher: Learning Topological Summary Statistics by Maximizing Fisher Information

stat.ML · 2026-05-08 · conditional · novelty 8.0

TopoFisher optimizes trainable filtrations, vectorizations, and compressors in persistent homology to maximize Fisher information, yielding higher information than fixed cosmological summaries and approaching neural baselines with far fewer parameters while generalizing better under simulator shifts

Parametric Resonance in $\phi^4$ Preheating: An Exact Numerical Study

astro-ph.CO · 2026-04-25 · unverdicted · novelty 7.0

Exact numerical simulations of parametric resonance in φ⁴ preheating reveal coupling-dependent behaviors: short-wavelength modes saturate while long-wavelength modes grow gradually in the weak regime, with stochastic and staircase-like production appearing at stronger couplings, differing from prior

Higgs pole inflation with loop corrections in light of ACT results

hep-ph · 2025-06-26 · unverdicted · novelty 4.0

Loop corrections to the inflaton quartic coupling in pole inflation models shift the spectral index to align with ACT results, with different one-loop and two-loop requirements depending on the sign of the beta function b1.

Planck 2018 results. X. Constraints on inflation

astro-ph.CO · 2018-07-17 · accept · novelty 4.0

Updated Planck CMB measurements give ns = 0.9649 ± 0.0042, r < 0.056, confirm flatness at 0.4 percent, and show no evidence for scale-dependent features or non-slow-roll dynamics in the inflaton potential.

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