Pattern formation in trained diffusion models emerges from out-of-equilibrium phase transitions driven by instabilities in low-frequency denoising modes linked to data symmetries and architectural constraints.
Journal of Physics A Mathematical General , year = 1976, month = aug, volume =
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Neutrino cooling triggers the Kibble-Zurek mechanism in neutron star cores, producing high densities of quantized vortices that form a random network of quantum turbulence.
In two Frankensteinian potentials, kink scattering shows a phase-transition-like change from massive wave disintegration to oscillon production when field thresholds are low enough.
In the non-homogeneous φ⁴ model, standard effective kink descriptions match field results well, but half-kink descriptions require a modified effective model to reproduce the full field-theory propagation speeds and profiles over a broad parameter range.
Cosmic Explorer is described as a next-generation gravitational-wave observatory aiming for tenfold sensitivity improvement over Advanced LIGO to observe signals from the edge of the observable universe at z~100.
Nonlinear spectral detuning via a regulator U can saturate non-adiabatic parametric amplification, suppressing exponential growth toward bounded low-occupancy regimes in strongly nonlinear oscillatory systems.
Review classifies QCD axion models extending the standard mass-coupling window and updates bounds from cosmology, astrophysics, and experiments.
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How Out-of-Equilibrium Phase Transitions can Seed Pattern Formation in Trained Diffusion Models
Pattern formation in trained diffusion models emerges from out-of-equilibrium phase transitions driven by instabilities in low-frequency denoising modes linked to data symmetries and architectural constraints.
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Generation of Quantum Turbulence by Neutrino Cooling in Neutron Stars
Neutrino cooling triggers the Kibble-Zurek mechanism in neutron star cores, producing high densities of quantized vortices that form a random network of quantum turbulence.
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Scattering of kinks in Frankensteinian potentials: Kinks as bubbles of exotic mass and phase transitions in oscillon production
In two Frankensteinian potentials, kink scattering shows a phase-transition-like change from massive wave disintegration to oscillon production when field thresholds are low enough.
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Front propagation in non-homogeneous $\phi^4$ model
In the non-homogeneous φ⁴ model, standard effective kink descriptions match field results well, but half-kink descriptions require a modified effective model to reproduce the full field-theory propagation speeds and profiles over a broad parameter range.
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A Horizon Study for Cosmic Explorer: Science, Observatories, and Community
Cosmic Explorer is described as a next-generation gravitational-wave observatory aiming for tenfold sensitivity improvement over Advanced LIGO to observe signals from the edge of the observable universe at z~100.
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An Effective Scaling Framework for Non-Adiabatic Mode Dynamics
Nonlinear spectral detuning via a regulator U can saturate non-adiabatic parametric amplification, suppressing exponential growth toward bounded low-occupancy regimes in strongly nonlinear oscillatory systems.
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The landscape of QCD axion models
Review classifies QCD axion models extending the standard mass-coupling window and updates bounds from cosmology, astrophysics, and experiments.