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astro-ph.IM 1

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2026 1

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UNVERDICTED 1

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Rapid and robust simulation-based inference for kilonovae

astro-ph.IM · 2026-05-13 · unverdicted · novelty 6.0

Simulation-based inference with a Gaussian process emulator trained on ~1300 POSSIS simulations enables rapid, robust kilonova parameter estimation that avoids MCMC biases from likelihood misspecification.

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  • Rapid and robust simulation-based inference for kilonovae astro-ph.IM · 2026-05-13 · unverdicted · none · ref 2

    Simulation-based inference with a Gaussian process emulator trained on ~1300 POSSIS simulations enables rapid, robust kilonova parameter estimation that avoids MCMC biases from likelihood misspecification.