Category: astro-ph.CO
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Multilevel neural simulation-based inference
Multilevel neural simulation-based inference arXiv:2506.06087v1 Announce Type: new Abstract: Neural simulation-based inference (SBI) is a popular set of methods for Bayesian inference when models are only available in the form of a simulator. These methods are widely used in the sciences and engineering, where writing down a likelihood can be significantly more challenging than constructing…
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A formula for the area of a triangle: Useless, but explicitly in Deep Sets form
A formula for the area of a triangle: Useless, but explicitly in Deep Sets form arXiv:2503.22786v1 Announce Type: cross Abstract: Any permutation-invariant function of data points $vec{r}_i$ can be written in the form $rho(sum_iphi(vec{r}_i))$ for suitable functions $rho$ and $phi$. This form – known in the machine-learning literature as Deep Sets – also generates a…