Philipp Frank

Work

Stanford University

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KIPAC Fellow

US

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Max-Planck-Institut für Astrophysik

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Postdoctoral researcher

Germany

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Max-Planck-Institut für Astrophysik

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Phd Student

Germany

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Education

Ludwig-Maximilians-Universität München

Germany
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PhD

Ludwig-Maximilians-Universitat Munchen

Germany
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Master

Ludwig-Maximilians-Universität München

Germany
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Bachelor

Publications

Spatially coherent 3D distributions of HI and CO in the Milky Way

ASTRONOMY & ASTROPHYSICS

journal-article

Spatially coherent 3D distributions of HI and CO in the Milky Way

Astronomy & Astrophysics

journal-article

Towards a Field-Based Bayesian Evidence Inference from Nested Sampling Data

Entropy

journal-article

Towards a Field-Based Bayesian Evidence Inference from Nested Sampling Data

ENTROPY

journal-article

Disentangling the Faraday rotation sky

Astronomy & Astrophysics

journal-article

Disentangling the Faraday rotation sky

ASTRONOMY & ASTROPHYSICS

journal-article

Nonparametric Bayesian reconstruction of Galactic magnetic fields using information field theory

Astronomy & Astrophysics

journal-article

fast-resolve: Fast Bayesian radio interferometric imaging

Astronomy & Astrophysics

journal-article

Attention to Entropic Communication

Annalen der Physik

journal-article

Re-Envisioning Numerical Information Field Theory (NIFTy.re): A Library for Gaussian Processes and Variational Inference

Journal of Open Source Software

journal-article

A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun

Astronomy & Astrophysics

journal-article

Introducing LensCharm

Astronomy & Astrophysics

journal-article

The first spatio-spectral Bayesian imaging of SN1006 in X-rays

Astronomy & Astrophysics

journal-article

Towards a Field-Based Bayesian Evidence Inference from Nested Sampling Data

Entropy

journal-article

Butterfly Transforms for Efficient Representation of Spatially Variant Point Spread Functions in Bayesian Imaging

Entropy

journal-article

Inferring Evidence from Nested Sampling Data via Information Field Theory

conference-paper

Inferring Evidence from Nested Sampling Data via Information Field Theory

Physical Sciences Forum

journal-article

Quantum Measurement and Objective Classical Reality

conference-paper

Quantum Measurement and Objective Classical Reality

Physical Sciences Forum

journal-article

Butterfly Transforms for Efficient Representation of Spatially Variant Point Spread Functions in Bayesian Imaging

Entropy

journal-article

Analysis of Dynamical Field Inference in a Supersymmetric Theory

Physical Sciences Forum

journal-article

Efficient Representations of Spatially Variant Point Spread Functions with Butterfly Transforms in Bayesian Imaging Algorithms

conference-paper

Efficient Representations of Spatially Variant Point Spread Functions with Butterfly Transforms in Bayesian Imaging Algorithms

Physical Sciences Forum

journal-article

Analysis of Dynamical Field Inference in a Supersymmetric Theory

conference-paper

Geometric Variational Inference and Its Application to Bayesian Imaging

conference-paper

Geometric Variational Inference and Its Application to Bayesian Imaging

Physical Sciences Forum

journal-article

Towards Moment-Constrained Causal Modeling

conference-paper

Towards Moment-Constrained Causal Modeling

Physical Sciences Forum

journal-article

Variable structures in M87* from space, time and frequency resolved interferometry

Nature Astronomy

journal-article

Non-parametric Bayesian Causal Modeling of the SARS-CoV-2 Viral Load Distribution vs. Patient's Age

preprint

Geometric Variational Inference

Entropy

journal-article

Geometric Variational Inference

Entropy

journal-article

Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders

Astronomy & Astrophysics

journal-article

Field Dynamics Inference for Local and Causal Interactions

Annalen der Physik

journal-article

Reconstructing non-repeating radio pulses with Information Field Theory

Journal of Cosmology and Astroparticle Physics

journal-article

Probabilistic Autoencoder Using Fisher Information

Entropy

journal-article

Probabilistic Autoencoder Using Fisher Information

Entropy

journal-article

Dynamical Field Inference and Supersymmetry

Entropy

journal-article

Dynamical Field Inference and Supersymmetry

Entropy

journal-article

M87* in space, time, and frequency

preprint

Probabilistic simulation of partial differential equations

preprint

Dynamical field inference and supersymmetry

preprint

Unified radio interferometric calibration and imaging with joint uncertainty quantification

Astronomy & Astrophysics

journal-article

NIFTy 3 - Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters

Annalen der Physik

journal-article

Sharpening up Galactic all-sky maps with complementary data

Astronomy & Astrophysics

journal-article

Separating diffuse from point-like sources - a Bayesian approach

preprint

Field dynamics inference via spectral density estimation

Physical Review E

journal-article

SOMBI: Bayesian identification of parameter relations in unstructured cosmological data

Astronomy & Astrophysics

journal-article