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Found 4 papers, 2 papers with code
Black Box Probabilistic Numerics
One approach is to model the unknown quantity of interest as a random variable, and to constrain this variable using data generated during the course of a traditional numerical method.
The Kinematic Richness of Star Clusters - II. Stability of Spherical Anisotropic Models with Rotation
The aim of the N-body simulations is first to survey the parameter space, and, using those results, to identify regions of phase space (by radius and orbital inclination) which have the most important influence on the bar instability.
Astrophysics of Galaxies
Newton vs the machine: solving the chaotic three-body problem using deep neural networks
Since its formulation by Sir Isaac Newton, the problem of solving the equations of motion for three bodies under their own gravitational force has remained practically unsolved.
A Bulirsch-Stoer algorithm using Gaussian processes
In scenarios where the error-surface is smooth and bounded, our proposed approach can match the results of the traditional polynomial (parametric) extrapolation methods.
