Papers › Fully probabilistic quasar continua predictions near Lyman-α with conditional neural...
Fully probabilistic quasar continua predictions near Lyman-α with conditional neural spline flows
David M. Reiman, John Tamanas, J. Xavier Prochaska, Dominika Ďurovčíková
Measurement of the red damping wing of neutral hydrogen in quasar spectra provides a probe of the epoch of reionization in the early Universe. Such quantification requires precise and unbiased estimates of the intrinsic continua near Lyman-α (Lyα), a challenging task given the highly variable Lyα emission profiles of quasars. Here, we introduce a fully probabilistic approach to intrinsic continua prediction. We frame the problem as a conditional density estimation task and explicitly model the distribution over plausible blue-side continua (1190 xC5 ≤λᵣₑₛₜ < 1290 xC5) conditional on the red-side spectrum (1290 xC5 ≤λᵣₑₛₜ < 2900 xC5) using normalizing flows. Our approach achieves state-of-the-art precision and accuracy, allows for sampling one thousand plausible continua in less than a tenth of a second, and can natively provide confidence intervals on the blue-side continua via Monte Carlo sampling. We measure the damping wing effect in two z>7 quasars and estimate the volume-averaged neutral fraction of hydrogen from each, finding x̅_(HI)=0.304 ±0.042 for ULAS J1120+0641 (z=7.09) and x̅_(HI)=0.384 ±0.133 for ULAS J1342+0928 (z=7.54).
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