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Philipp Frank
Philipp Frank
Postdoctoral Researcher at Max-Planck-Institute for Astrophysics
Verified email at mpa-garching.mpg.de - Homepage
Title
Cited by
Cited by
Year
Variable structures in M87* from space, time and frequency resolved interferometry
P Arras, P Frank, P Haim, J Knollmüller, R Leike, M Reinecke, T Enßlin
Nature Astronomy 6 (2), 259-269, 2022
68*2022
Unified radio interferometric calibration and imaging with joint uncertainty quantification
P Arras, P Frank, R Leike, R Westermann, TA Enßlin
Astronomy & Astrophysics 627, A134, 2019
462019
NIFTy 3 – Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters
T Steininger, J Dixit, P Frank, M Greiner, S Hutschenreuter, J Knollmüller, ...
Annalen der Physik 531 (3), 1800290, 2019
312019
Nifty5: Numerical information field theory v5
P Arras, M Baltac, TA Ensslin, P Frank, S Hutschenreuter, J Knollmueller, ...
Astrophysics Source Code Library, ascl: 1903.008, 2019
252019
Geometric variational inference
P Frank, R Leike, TA Enßlin
Entropy 23 (7), 853, 2021
232021
Reconstructing non-repeating radio pulses with Information Field Theory
C Welling, P Frank, T Enßlin, A Nelles
Journal of Cosmology and Astroparticle Physics 2021 (04), 071, 2021
142021
Causal, Bayesian, & non-parametric modeling of the SARS-CoV-2 viral load distribution vs. patient’s age
M Guardiani, P Frank, A Kostić, G Edenhofer, J Roth, B Uhlmann, T Enßlin
Plos one 17 (10), e0275011, 2022
8*2022
Field dynamics inference via spectral density estimation
P Frank, T Steininger, TA Enßlin
Physical Review E 96 (5), 052104, 2017
82017
Field dynamics inference for local and causal interactions
P Frank, R Leike, TA Enßlin
Annalen der Physik 533 (5), 2000486, 2021
72021
Multicomponent imaging of the Fermi gamma-ray sky in the spatio-spectral domain
LI Scheel-Platz, J Knollmüller, P Arras, P Frank, M Reinecke, D Jüstel, ...
Astronomy & Astrophysics 680, A2, 2023
42023
Dynamical field inference and supersymmetry
M Westerkamp, I Ovchinnikov, P Frank, T Enßlin
Entropy 23 (12), 1652, 2021
42021
Sharpening up Galactic all-sky maps with complementary data-A machine learning approach
A Müller, M Hackstein, M Greiner, P Frank, DJ Bomans, RJ Dettmar, ...
Astronomy & Astrophysics 620, A64, 2018
42018
Efficient Representations of Spatially Variant Point Spread Functions with Butterfly Transforms in Bayesian Imaging Algorithms
V Eberle, P Frank, J Stadler, S Streit, T Enßlin
Physical Sciences Forum 5 (1), 33, 2022
32022
Sparse Kernel Gaussian Processes through Iterative Charted Refinement (ICR)
G Edenhofer, RH Leike, P Frank, TA Enßlin
arXiv preprint arXiv:2206.10634, 2022
32022
The Galactic 3D large-scale dust distribution via Gaussian process regression on spherical coordinates
RH Leike, G Edenhofer, J Knollmüller, C Alig, P Frank, TA Enßlin
arXiv preprint arXiv:2204.11715, 2022
32022
Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders
S Milosevic, P Frank, RH Leike, A Müller, TA Enßlin
Astronomy & Astrophysics 650, A100, 2021
32021
SOMBI: Bayesian identification of parameter relations in unstructured cosmological data
P Frank, J Jasche, TA Enßlin
Astronomy & Astrophysics 595, A75, 2016
32016
Re-Envisioning Numerical Information Field Theory (NIFTy. re): A Library for Gaussian Processes and Variational Inference
G Edenhofer, P Frank, J Roth, RH Leike, M Guerdi, LI Scheel-Platz, ...
arXiv preprint arXiv:2402.16683, 2024
22024
Butterfly Transforms for Efficient Representation of Spatially Variant Point Spread Functions in Bayesian Imaging
V Eberle, P Frank, J Stadler, S Streit, T Enßlin
Entropy 25 (4), 652, 2023
22023
Geometric Variational Inference and Its Application to Bayesian Imaging
P Frank
Physical Sciences Forum 5 (1), 6, 2022
22022
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Articles 1–20