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Timothy Gebhard
Timothy Gebhard
Ph.D. Student at the Max Planck ETH Center for Learning Systems
Bestätigte E-Mail-Adresse bei tue.mpg.de - Startseite
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Zitiert von
Zitiert von
Jahr
Enhancing gravitational-wave science with machine learning
E Cuoco, J Powell, M Cavaglià, K Ackley, M Bejger, C Chatterjee, ...
Machine Learning: Science and Technology 2 (1), 011002, 2020
2012020
Convolutional neural networks: a magic bullet for gravitational-wave detection?
TD Gebhard, N Kilbertus, I Harry, B Schölkopf
Physical Review D 100 (6), 063015, 2019
1552019
Chasing rainbows and ocean glints: Inner working angle constraints for the Habitable Worlds Observatory
SR Vaughan, TD Gebhard, K Bott, SL Casewell, NB Cowan, DS Doelman, ...
Monthly Notices of the Royal Astronomical Society 524 (4), 5477-5485, 2023
202023
Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal framework
TD Gebhard, MJ Bonse, SP Quanz, B Schölkopf
Astronomy & Astrophysics 666 (A9), 2022
202022
CONVWAVE: Searching for Gravitational Waves with Fully Convolutional Neural Nets
T Gebhard, N Kilbertus, G Parascandolo, I Harry, B Schölkopf
Workshop on Deep Learning for Physical Sciences (DLPS) at the 31st …, 2017
182017
Comparing Apples with Apples: Robust Detection Limits for Exoplanet High-contrast Imaging in the Presence of Non-Gaussian Noise
MJ Bonse, EO Garvin, TD Gebhard, FA Dannert, F Cantalloube, G Cugno, ...
The Astronomical Journal 166 (2), 71, 2023
122023
Parameterizing pressure–temperature profiles of exoplanet atmospheres with neural networks
TD Gebhard, D Angerhausen, BS Konrad, E Alei, SP Quanz, B Schölkopf
Astronomy & Astrophysics 681, A3, 2024
42024
Inferring Atmospheric Properties of Exoplanets with Flow Matching and Neural Importance Sampling
TD Gebhard, J Wildberger, M Dax, D Angerhausen, SP Quanz, ...
arXiv preprint arXiv:2312.08295, 2023
42023
CROCODILE-Incorporating medium-resolution spectroscopy of close-in directly imaged exoplanets into atmospheric retrievals via cross-correlation
J Hayoz, G Cugno, SP Quanz, P Patapis, E Alei, MJ Bonse, FA Dannert, ...
Astronomy & Astrophysics 678, A178, 2023
42023
Integrated photonic-based coronagraphic systems for future space telescopes
N Desai, L König, E Por, R Juanola-Parramon, R Belikov, I Laginja, ...
Techniques and Instrumentation for Detection of Exoplanets XI 12680, 585-593, 2023
22023
Comparing Apples with Apples: Statistically sound Detection Limits for Exoplanet High Contrast Imaging
M Bonse, E Garvin, T Gebhard, F Dannert, G Cugno, S Quanz
Bulletin of the American Astronomical Society 54 (5), 102.392, 2022
22022
Physically constrained causal noise models for high-contrast imaging of exoplanets
TD Gebhard, MJ Bonse, SP Quanz, B Schölkopf
22020
Software Quality Control at Belle II
M Ritter, T Kuhr, C Pulvermacher, M Kristof, T Hauth, T Gebhard
J. Phys. Conf. Ser. 898, 072029, 2017
22017
Use the 4S (Signal-Safe Speckle Subtraction): Explainable Machine Learning reveals the Giant Exoplanet AF Lep b in High-Contrast Imaging Data from 2011
MJ Bonse, TD Gebhard, FA Dannert, O Absil, F Cantalloube, ...
arXiv preprint arXiv:2406.01809, 2024
12024
Visible extreme adaptive optics on extremely large telescopes: towards detecting oxygen in Proxima Centauri b and analogs
J Fowler, SY Haffert, MAM van Kooten, R Landman, A Bidot, A Hours, ...
Techniques and Instrumentation for Detection of Exoplanets XI 12680, 594-604, 2023
12023
Using machine learning to parameterize pressure-temperature profiles for atmospheric retrievals of exoplanets
T Gebhard, D Angerhausen, E Alei, B Konrad, B Schölkopf, SP Quanz
The Astrobiology Science Conference (AbSciCon) 2022, 301-02, 2022
12022
Sample size estimation for outlier detection
T Gebhard, I Koerte, S Bouix
Medical Image Computing and Computer-Assisted Intervention–MICCAI 2015: 18th …, 2015
12015
Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise Levels
TD Gebhard, J Wildberger, M Dax, A Kofler, D Angerhausen, SP Quanz, ...
arXiv preprint arXiv:2410.21477, 2024
2024
Analyzing Exoplanet Spectra with Flow Matching Posterior Estimation and Neural Importance Sampling
T Gebhard, J Wildberger, M Dax, D Angerhausen, B Schölkopf, SP Quanz
2024 Astrobiology Science Conference, 2024
2024
Harvesting lost photons in stellar coronagraphs
L Altinier, Y Gutierrez, O Absil, A Carlotti, O Herscovici-Schiller, ...
Techniques and Instrumentation for Detection of Exoplanets XI 12680, 126801T, 2023
2023
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