287 citations · 2.8k across the 69 of their papers we have counts for
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Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise Levels
Timothy D. Gebhard, Jonas Wildberger, Maximilian Dax +4
Inferring atmospheric properties of exoplanets from observed spectra is key to understanding their formation, evolution, and habitability. Since traditional Bayesian approaches to…
Inferring Atmospheric Properties of Exoplanets with Flow Matching and Neural Importance Sampling
Timothy D. Gebhard, Jonas Wildberger, Maximilian Dax +3
Atmospheric retrievals (AR) characterize exoplanets by estimating atmospheric parameters from observed light spectra, typically by framing the task as a Bayesian inference problem.…
Parameterizing pressure-temperature profiles of exoplanet atmospheres with neural networks
Timothy D. Gebhard, Daniel Angerhausen, Björn S. Konrad +3
Atmospheric retrievals (AR) of exoplanets typically rely on a combination of a Bayesian inference technique and a forward simulator to estimate atmospheric properties from an obser…
Unsupervised Distribution Learning for Lunar Surface Anomaly Detection
Adam Lesnikowski, Valentin T. Bickel, Daniel Angerhausen
In this work we show that modern data-driven machine learning techniques can be successfully applied on lunar surface remote sensing data to learn, in an unsupervised way, sufficie…
The Promise of Data Science for the Technosignatures Field
Anamaria Berea, Steve Croft, Daniel Angerhausen
This paper outlines some of the possible advancements for the technosignatures searches using the new methods currently rapidly developing in computer science, such as machine lear…
Exoplanet Research with the Stratospheric Observatory for Infrared Astronomy (SOFIA)
Daniel Angerhausen
When the Stratospheric Observatory for Infrared Astronomy (SOFIA) was conceived and its first science cases defined, exoplanets had not been detected. Later studies, however, showe…
Analyzing Exoplanet Phase Curve Information Content: Toward Optimized Observing Strategies
Ben Placek, Daniel Angerhausen, Kevin H. Knuth
Secondary eclipses and phase curves reveal information about the reflectivity and heat distribution in exoplanet atmospheres. The phase curve is composed of a combination of reflec…
Combining Photometry From Kepler and TESS to Improve Short-Period Exoplanet Characterization
Ben Placek, Kevin H. Knuth, Daniel Angerhausen
Planets emit thermal radiation and reflect incident light that they recieve from their host stars. As a planet orbits it's host star the photometric variations associated with thes…