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Differentiable astrophysics at scale: solving and differentiating ODE ensembles on the GPU

Mancini, A. Spurio
arXiv (All) · Papers
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astrophysics-of-galaxiescomputational-physicscosmology-and-nongalactic-astrophysicsgeneral-relativity-and-quantum-cosmology
Astronomers increasingly fit their models with gradient-based methods, such as Hamiltonian Monte Carlo, which need the derivatives of the model with respect to its parameters. In many analyses a prediction requires solving a small system of ordinary differential equations (ODEs) for thousands to mil
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