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Differentiable Fuzzy Cosmic-Web for Field Level Inference

astro-ph.CO · 2025-06-04 · unverdicted · novelty 7.0

Introduces HICOBIAN, a differentiable fuzzy hierarchical cosmic-web bias model using sigmoid gradients for smooth region transitions, enabling accurate Bayesian field-level reconstruction of primordial density fields validated by Fourier-space statistics.

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  • Differentiable Fuzzy Cosmic-Web for Field Level Inference astro-ph.CO · 2025-06-04 · unverdicted · none · ref 46

    Introduces HICOBIAN, a differentiable fuzzy hierarchical cosmic-web bias model using sigmoid gradients for smooth region transitions, enabling accurate Bayesian field-level reconstruction of primordial density fields validated by Fourier-space statistics.