activity
20092023
most citedA proof that artificial neural networks overcome the curse of dimensionality in the numerical approximation of Black-Scholes partial differential equations

153 citations · 899 across the 45 of their papers we have counts for

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Showing 2022Show all

7 papers · 1 filter

math.FA2022★ 5 cited

From completeness of discrete translates to phaseless sampling of the short-time Fourier transform

Philipp Grohs, Lukas Liehr, Irina Shafkulovska

We study the uniqueness problem in short-time Fourier transform phase retrieval by exploring a connection to the completeness problem of discrete translates. Specifically, we prove…

math.FA2022★ 4 cited

Phaseless sampling on square-root lattices

Philipp Grohs, Lukas Liehr

Due to its appearance in a remarkably wide field of applications, such as audio processing and coherent diffraction imaging, the short-time Fourier transform (STFT) phase retrieval…

math.FA2022★ 4 cited

Multi-window STFT phase retrieval: lattice uniqueness

Philipp Grohs, Lukas Liehr, Martin Rathmair

Short-time Fourier transform (STFT) phase retrieval refers to the reconstruction of a function from its spectrogram, i.e., the magnitudes of its short-time Fourier transform $V…

math.FA2022★ 14 cited

Non-uniqueness theory in sampled STFT phase retrieval

Philipp Grohs, Lukas Liehr

The reconstruction of a function from its spectrogram (i.e., the absolute value of its short-time Fourier transform (STFT)) arises as a key problem in several important application…

cs.LG2022★ 2 cited

Learning ReLU networks to high uniform accuracy is intractable

Julius Berner, Philipp Grohs, Felix Voigtlaender

Statistical learning theory provides bounds on the necessary number of training samples needed to reach a prescribed accuracy in a learning problem formulated over a given target c…

cs.LG2022★ 6 cited

Gold-standard solutions to the Schrödinger equation using deep learning: How much physics do we need?

Leon Gerard, Michael Scherbela, Philipp Marquetand +1

Finding accurate solutions to the Schrödinger equation is the key unsolved challenge of computational chemistry. Given its importance for the development of new chemical compounds,…

physics.ins-det2022

The Phase-I Trigger Readout Electronics Upgrade of the ATLAS Liquid Argon Calorimeters

G. Aad, A. V. Akimov, K. Al Khoury +195

The Phase-I trigger readout electronics upgrade of the ATLAS Liquid Argon calorimeters enhances the physics reach of the experiment during the upcoming operation at increasing Larg…