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hep-ph2025
Machine Learning Left-Right Breaking from Gravitational Waves
William Searle, Csaba Balázs, Yang Xiao +1
First-order phase transitions in the early universe can generate stochastic gravitational waves (GWs), offering a unique probe of high-scale particle physics. The Left-Right Symmet…
astro-ph.CO2025★ 5 cited
Using Gravitational Wave Signals to Disentangle Early Matter Dominated Epochs
Matthew Pearce, Lauren Pearce, Graham White +1
Curvature perturbations induce gravitational waves (GWs) at second order, contributing to the stochastic gravitational wave background. The resulting gravitational wave spectrum is…
astro-ph.CO2025★ 3 cited
DeepSSM: an emulator of gravitational wave spectra from sound waves during cosmological first-order phase transitions
Chi Tian, Xiao Wang, Csaba Balázs
We present DeepSSM, an open-source code powered by neural networks (NNs) to emulate gravitational wave (GW) spectra produced by sound waves during cosmological first-order phase tr…