7 pages 3 figures, Accepted at the ICML 2023 Workshop on Machine Learning for Astrophysics
Hallucinations are an inescapable consequence of solving inverse problems with deep neural networks. The expressiveness of recent generative models is the reason why they can yield results far superior to conventional regularizers; it can also lead to realistic-looking but incorrect features, potentially undermining the trust in important aspects of the reconstruction. We present a practical and computationally efficient method to determine, which regions in the solutions of inverse problems with data-driven priors are prone to hallucinations. By computing the diagonal elements of the Fisher information matrix of the likelihood and the data-driven prior separately, we can flag regions where the information is prior-dominated. Our diagnostic can directly be compared to the reconstructed solutions and enables users to decide if measurements in such regions are robust for their application. Our method scales linearly with the number of parameters and is thus applicable in high-dimensional settings, allowing it to be rolled out broadly for the large-volume data products of future wide-field surveys.
Submitted to MNRAS, first revision. 18 pages, 16 figures
We present the first large sample of scintillation arcs in millisecond pulsars, analysing 12 sources observed with the Large European Array for Pulsars (LEAP), and the Effelsberg 100\,m telescope. We estimate the delays from multipath propagation, measuring significant correlated changes in scattering timescales over a 10-year timespan. Many sources show compact concentrations of power in the secondary spectrum, which in PSRs J0613$-$0200 and J1600$-$3053 can be tracked between observations, and are consistent with compact scattering at fixed angular positions. Other sources such as PSRs J1643$-$1224 and J0621+1002 show diffuse, asymmetric arcs which are likely related to phase-gradients across the scattering screen. PSR B1937+21 shows at least three distinct screens which dominate at different times and evidence of varying screen axes or multi-screen interactions. We model annual and orbital arc curvature variations in PSR J0613$-$0200, providing a measurement of the longitude of ascending node, resolving the sense of the orbital inclination, where our best fit model is of a screen with variable axis of anisotropy over time, corresponding to changes in the scattering of the source. Unmodeled variations of the screen's axis of anisotropy are likely to be a limiting factor in determining orbital parameters with scintillation, requiring careful consideration of variable screen properties, or independent VLBI measurements. Long-term scintillation studies such as this serve as a complementary tool to pulsar timing, to measure a source of correlated noise for pulsar timing arrays, solve pulsar orbits, and to understand the astrophysical origin of scattering screens.
Accepted for publication in AJ
We present an atmospheric analysis of LTT 9779 b, a rare planet situated in the hot Neptune desert, that has been observed with HST WFC3 G102 and G141. The combined transmission spectrum, which covers 0.8 - 1.6 $\mu$m, shows a gradual increase in transit depth with wavelength. Our preferred atmospheric model shows evidence for H$_{\rm 2}$O, CO$_{\rm 2}$ and FeH with a significance of 3.1 $\sigma$, 2.4 $\sigma$ and 2.1 $\sigma$, respectively. In an attempt to constrain the rate of atmospheric escape for this planet, we search for the 1.083 $\mu$m Helium line in the G102 data but find no evidence of excess absorption that would indicate an escaping atmosphere using this tracer. We refine the orbital ephemerides of LTT 9779 b using our HST data and observations from TESS, searching for evidence of orbital decay or apsidal precession, which is not found. The phase-curve observation of LTT 9779 b with JWST NIRISS should provide deeper insights into the atmosphere of this planet and the expected atmospheric escape might be detected with further observations concentrated on other tracers such as Lyman $\alpha$.
3 pages, 1 table. Published in RNAAS
23 pages, 8 figures, submitted to ApJ
14 pages, 8 figures, 2 tables. Submitted to ApJ, comments welcome
40 pages, 6 figures
22 pages, 15 figures; submitted to ApJ; comments are welcome
20 pages + appendices, 8 figures
16 pages, 6 figures
18 pages, 12 figures, accepted for publication in MNRAS
Submitted to ApJ
9 pages, 7 figures
17 pages including appendices. Submitted to MNRAS
20 pages, 10 figures, 2 tables
14 pages, 10 figures, 3 tables
15 pages, 9 figures, submitted to MNRAS
38 pages, 21 figures, 8 tables, submitted to ApJ, comments welcome!
Accepted for publication in MNRAS
9 pages, 11 figures
"Physics", 17 Pages, 6 Figures; in Special Issue in the Honor of Professor Marcel Goossens on the occasion of his 75th birthday
9 pages, 8 figures
Submited to A&A
Accepted for publication in MNRAS (14 pages, 7 figures)
LaTeX,25 pages, 19 figures
12 pages, 11 figures
15 pages, 16 figures, long table missing in arXiV version, accepted for publication in A\&A
Accepted for publication in ApJ
19 pages, 12 figures. Submitted for publication in JINST (Journal of Instrumentation)
accepted for publication in A&A, 39 pages
Accepted for publication in Astronomy & Astrophysics. 11 pages. 10 figures
17 pages, 20 figures
Published in Astronomy & Astrophysics, 13 pages, 8 figures
19 pages, 10 figures. Accepted to The Astronomical Journal
body 18 pages, appendix 13 pages, 8 figures
15+7 pages, 11+2 figures, 0+4 tables
18 pages, 9 figures and one table
14 pages; 4 figures
27 pages, 19 figures
6 pages + refs, 4 figures, comments welcome