Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise Levels.

Timothy D. Gebhard

Timothy D. Gebhard Jonas Wildberger Maximilian Dax Annalena Kofler Daniel Angerhausen Sascha P. Quanz Bernhard Schölkopf Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise Levels. 2024 abs/2410.21477 CoRR https://doi.org/10.48550/arXiv.2410.21477 db/journals/corr/corr2410.html#abs-2410-21477 streams/journals/corr

Timothy D. Gebhard Daniel Angerhausen Björn S. Konrad Eleonora Alei Sascha P. Quanz Bernhard Schölkopf Parameterizing pressure-temperature profiles of exoplanet atmospheres with neural networks. 2023 abs/2309.03075 CoRR https://doi.org/10.48550/arXiv.2309.03075 db/journals/corr/corr2309.html#abs-2309-03075

Timothy D. Gebhard Jonas Wildberger Maximilian Dax Daniel Angerhausen Sascha P. Quanz Bernhard Schölkopf Inferring Atmospheric Properties of Exoplanets with Flow Matching and Neural Importance Sampling. 2023 abs/2312.08295 CoRR https://doi.org/10.48550/arXiv.2312.08295 db/journals/corr/corr2312.html#abs-2312-08295

Timothy D. Gebhard Markus J. Bonse Sascha P. Quanz Bernhard Schölkopf Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal framework. 2022 abs/2204.03439 CoRR https://doi.org/10.48550/arXiv.2204.03439 db/journals/corr/corr2204.html#abs-2204-03439

Timothy D. Gebhard Markus J. Bonse Sascha P. Quanz Bernhard Schölkopf Physically constrained causal noise models for high-contrast imaging of exoplanets. 2020 abs/2010.05591 CoRR https://arxiv.org/abs/2010.05591 db/journals/corr/corr2010.html#abs-2010-05591

Timothy D. Gebhard Niki Kilbertus Ian Harry Bernhard Schölkopf Convolutional neural networks: a magic bullet for gravitational-wave detection? 2019 abs/1904.08693 CoRR http://arxiv.org/abs/1904.08693 db/journals/corr/corr1904.html#abs-1904-08693

Eleonora Alei Daniel Angerhausen Markus J. Bonse Maximilian Dax Ian Harry Niki Kilbertus Annalena Kofler Björn S. Konrad Sascha P. Quanz Bernhard Schölkopf Jonas Wildberger