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Found 4 papers, 2 papers with code
Galaxy 3D Shape Recovery using Mixture Density Network
Since the turn of the century, astronomers have been exploiting the rich information afforded by combining stellar kinematic maps and imaging in an attempt to recover the intrinsic, three-dimensional (3D) shape of a galaxy.
Uncertainty Quantification of the Virial Black Hole Mass with Conformal Prediction
In contrast to baseline approaches for prediction interval estimation, we show that the CQR method provides prediction intervals that adjust to the black hole mass and its related properties.
Declarative nets that are equilibrium models
We show that using a kernelised generalised linear model (kGLM) as an inner problem in a DDN yields a large class of commonly used DEQ architectures with a closed-form expression for the hidden layer parameters in terms of the kernel.
HST imaging of four gravitationally lensed quasars
We find a wide range of power-law indices, from $p=1. 4^{+0. 5}_{-0. 4}$ in B 1422+231 to $p=2. 3^{+0. 5}_{-0. 4}$ in WFI J2026-4536.
Astrophysics of Galaxies
