Philipp Frank

First-authored papers

1. [2105.10470] Geometric variational inference (May 21, 2021)
   Philipp Frank, Reimar Leike, Torsten A. Enßlin
   
   
2. [2010.06583] Probabilistic simulation of partial differential equations (Oct 13, 2020)
   Philipp Frank, Torsten A. Enßlin
   
   
3. [1708.05250] Field dynamics inference via spectral density estimation (Aug 17, 2017)
   Philipp Frank, Theo Steininger, Torsten A. Enßlin
   
   
4. [1602.08497] SOMBI: Bayesian identification of parameter relations in unstructured cosmological data (Feb 26, 2016)
   Philipp Frank, Jens Jasche, Torsten A. Enßlin
   
   

Co-authored papers

1. [2512.04840] aim-resolve: Automatic Identification and Modeling for Bayesian Radio Interferometric Imaging (Dec 4, 2025)
   Richard Fuchs, Jakob Knollmüller, Jakob Roth, Vincent Eberle, Philipp Frank, Torsten A. Enßlin, Lukas Heinrich
   
   
2. [2510.24591] ReplicationBench: Can AI Agents Replicate Astrophysics Research Papers? (Oct 28, 2025)
   Christine Ye, Sihan Yuan, Suchetha Cooray, Steven Dillmann, Ian L. V. Roque, Dalya Baron, Philipp Frank, Sergio Martin-Alvarez, Nolan Koblischke, Frank J Qu, Diyi Yang, Risa Wechsler, Ioana Ciuca
   
   
3. [2507.20555] Information Field Theory with JAX infers Air Shower Electric Currents from Antenna Signal Traces (Jul 28, 2025)
   Maximilian Straub, Torsten Enßlin, Martin Erdmann, Philipp Frank, Mike Zingler
   
   
4. [2506.20758] Latent-space Field Tension for Astrophysical Component Detection An application to X-ray imaging (Jun 25, 2025)
   Matteo Guardiani, Vincent Eberle, Margret Westerkamp, Julian Rüstig, Philipp Frank, Torsten Enßlin
   
   
5. [2410.14599] Bayesian Multi-wavelength Imaging of the LMC SN1987A with SRG/eROSITA (Oct 18, 2024)
   Vincent Eberle, Matteo Guardiani, Margret Westerkamp, Philipp Frank, Michael Freyberg, Mara Salvato, Torsten Enßlin
   
   
6. [2409.10381] J-UBIK: The JAX-accelerated Universal Bayesian Imaging Kit (Sep 16, 2024)
   Vincent Eberle, Matteo Guardiani, Margret Westerkamp, Philipp Frank, Julian Rüstig, Julia Stadler, Torsten A. Enßlin
   
   
7. [2407.02859] Spatially Coherent 3D Distributions of HI and CO in the Milky Way (Jul 3, 2024)
   Laurin Söding, Gordian Edenhofer, Torsten A. Enßlin, Philipp Frank, Ralf Kissmann, Vo Hong Minh Phan, Andrés Ramírez, Hanieh Zandinejad, Philipp Mertsch
   
   
8. [2407.02410] The influence of the 3D Galactic gas structure on cosmic-ray transport and $γ$-ray emission (Jul 2, 2024)
   Andrés Ramírez, Gordian Edenhofer, Torsten A. Enßlin, Philipp Frank, Philipp Mertsch, Vo Hong Minh Phan, Laurin Söding, Hanieh Zandinejad, Ralf Kissmann
   
   
9. [2406.09144] fast-resolve: Fast Bayesian Radio Interferometric Imaging (Jun 13, 2024)
   Jakob Roth, Philipp Frank, Hertzog L. Bester, Oleg M. Smirnov, Rüdiger Westermann, Torsten A. Enßlin
   
   
10. [2403.05531] Non-parametric Bayesian reconstruction of Galactic magnetic fields using Information Field Theory: The inclusion of line-of-sight information in ultra-high energy cosmic ray backtracking (Mar 8, 2024)
    Alexandros Tsouros, Abhijit B. Bendre, Gordian Edenhofer, Torsten Enßlin, Philipp Frank, Michalis Mastorakis, Vasiliki Pavlidou
    
    
11. [2402.16683] Re-Envisioning Numerical Information Field Theory (NIFTy.re): A Library for Gaussian Processes and Variational Inference (Feb 26, 2024)
    Gordian Edenhofer, Philipp Frank, Jakob Roth, Reimar H. Leike, Massin Guerdi, Lukas I. Scheel-Platz, Matteo Guardiani, Vincent Eberle, Margret Westerkamp, Torsten A. Enßlin
    
    
12. [2308.09176] First spatio-spectral Bayesian imaging of SN1006 in X-ray (Aug 17, 2023)
    Margret Westerkamp, Vincent Eberle, Matteo Guardiani, Philipp Frank, Lukas Platz, Philipp Arras, Jakob Knollmüller, Julia Stadler, Torsten Enßlin
    
    
13. [2308.01295] A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun (Aug 2, 2023)
    Gordian Edenhofer, Catherine Zucker, Philipp Frank, Andrew K. Saydjari, Joshua S. Speagle, Douglas Finkbeiner, Torsten Enßlin
    
    
14. [2304.12350] Disentangling the Faraday rotation sky (Apr 24, 2023)
    Sebastian Hutschenreuter, Marijke Haverkorn, Philipp Frank, Nergis C. Raycheva, Torsten A. Enßlin
    
    
15. [2204.09360] Multi-Component Imaging of the Fermi Gamma-ray Sky in the Spatio-spectral Domain (Apr 20, 2022)
    Lukas I. Platz, Jakob Knollmüller, Philipp Arras, Philipp Frank, Martin Reinecke, Dominik Jüstel, Torsten A. Enßlin
    
    
16. [2102.00258] Reconstructing non-repeating radio pulses with Information Field Theory (Jan 30, 2021)
    Christoph Welling, Philipp Frank, Torsten A. Enßlin, Anna Nelles
    
    
17. [2009.06608] Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders (Sep 14, 2020)
    Sara Milosevic, Philipp Frank, Reimar H. Leike, Ancla Müller, Torsten A. Enßlin
    
    
18. [2002.05218] Variable structures in M87* from space, time and frequency resolved interferometry (Feb 12, 2020)
    Philipp Arras, Philipp Frank, Philipp Haim, Jakob Knollmüller, Reimar Leike, Martin Reinecke, Torsten Enßlin
    
    
19. [1903.11169] Unified Radio Interferometric Calibration and Imaging with Joint Uncertainty Quantification (Mar 26, 2019)
    Philipp Arras, Philipp Frank, Reimar Leike, Rüdiger Westermann, Torsten Enßlin
    
    
20. [1806.04161] Sharpening up Galactic all-sky maps with complementary data - A machine learning approach (Jun 11, 2018)
    Ancla Müller, Moritz Hackstein, Maksim Greiner, Philipp Frank, Dominik Bomans, Ralf-Jürgen Dettmar, Torsten Enßlin
    
    
21. [1804.05591] Separating diffuse from point-like sources - a Bayesian approach (Apr 16, 2018)
    Jakob Knollmüller, Philipp Frank, Torsten A. Enßlin
    
    
22. [1708.01073] NIFTy 3 - Numerical Information Field Theory - A Python framework for multicomponent signal inference on HPC clusters (Aug 3, 2017)
    Theo Steininger, Jait Dixit, Philipp Frank, Maksim Greiner, Sebastian Hutschenreuter, Jakob Knollmüller, Reimar Leike, Natalia Porqueres, Daniel Pumpe, Martin Reinecke, Matevž Šraml, Csongor Varady, Torsten Enßlin