activity
20172025
most citedSpectral Reconstruction with Deep Neural Networks

71 citations · 171 across the 16 of their papers we have counts for

collaborators

16 papers

cs.CV2025

BirdRecorder's AI on Sky: Safeguarding birds of prey by detection and classification of tiny objects around wind turbines

Nico Klar, Nizam Gifary, Felix P. G. Ziegler +4

The urgent need for renewable energy expansion, particularly wind power, is hindered by conflicts with wildlife conservation. To address this, we developed BirdRecorder, an advance…

hep-lat2023★ 1 cited

Towards the super Yang-Mills spectrum at large

Michele Della Morte, Benjamin Jäger, Sofie Martins +2

We examine one-flavour gauge theories, where denotes the number of colors, with one fermion in the antisymmetric representation as a candidate to approximate $\math…

hep-lat2023★ 10 cited

Spectrum of QCD with one flavor: A window for supersymmetric dynamics

Michele Della Morte, Benjamin Jäger, Francesco Sannino +2

We compute the spectrum of the low-lying mesonic states with vector, scalar and pseudoscalar quantum numbers in QCD with one flavour. With three colours the fundamental and the two…

hep-lat2022

Exploring the large- limit with one quark flavour

Michele Della Morte, Benjamin Jäger, Sofie Martins +3

We use one-flavour QCD () as a proxy to understand SYM. For our simulations, we use tree-level improved Wilson fermions and Symanzik improved gauge action. T…

hep-lat2022★ 4 cited

Hadrons at high temperature: an update from the FASTSUM collaboration

Jon-Ivar Skullerud, Gert Aarts, Chris Allton +16

We present the most recent results from the FASTSUM collaboration for hadron properties at high temperature. This includes the temperature dependence of the light and charmed meson…

hep-lat2022

Equation of state from complex Langevin simulations

Felipe Attanasio, Benjamin Jäger, Felix P. G. Ziegler

We use complex Langevin simulations to study the QCD phase diagram with two light quark flavours. In this study, we use Wilson fermions with an intermediate pion mass of $\sim480\,…

hep-lat2022★ 5 cited

QCD equation of state via the complex Langevin method

Felipe Attanasio, Benjamin Jäger, Felix P. G. Ziegler

We present lattice simulations on the phase diagram of Quantum Chromodynamics (QCD) with two light quark flavours at finite chemical potential . To circumvent the sign problem w…

hep-lat2021

One Flavour QCD as an analogue computer for SUSY

Michele Della Morte, Benjamin Jäger, Francesco Sannino +2

We numerically study QCD with a single quark flavour on the lattice probing predictions from effective field theories that are equivalent to minimal super-symmetric Yang-Mills theo…

hep-lat2021

With complex Langevin towards the QCD phase diagram

Felipe Attanasio, Benjamin Jäger, Felix P. G. Ziegler

We use complex Langevin simulations to explore the QCD phase diagram over a large range of chemical potentials and temperatures. For our simulations, we use two flavours of dynamic…

hep-lat2021★ 12 cited

Simulating Yang-Mills theories with a complex coupling

Jan M. Pawlowski, Manuel Scherzer, Christian Schmidt +2

We propose a novel simulation strategy for Yang-Mills theories with a complex coupling, based on the Lefschetz thimble decomposition. We envisage, that the approach developed in th…

hep-lat2020★ 36 cited

Complex Langevin simulations and the QCD phase diagram: Recent developments

Felipe Attanasio, Benjamin Jäger, Felix P. G. Ziegler

In this review we present the current state-of-the-art on complex Langevin simulations and their implications for the QCD phase diagram. After a short summary of the complex Langev…

hep-lat2020

Simulating gauge theories on Lefschetz thimbles

Jan M. Pawlowski, Manuel Scherzer, Christian Schmidt +2

Lefschetz thimbles have been proposed recently as a possible solution to the complex action problem (sign problem) in Monte Carlo simulations. Here we discuss pure abelian gauge th…

physics.comp-ph2019★ 71 cited

Spectral Reconstruction with Deep Neural Networks

Lukas Kades, Jan M. Pawlowski, Alexander Rothkopf +5

We explore artificial neural networks as a tool for the reconstruction of spectral functions from imaginary time Green's functions, a classic ill-conditioned inverse problem. Our a…

hep-lat2019

Reweighting Lefschetz Thimbles

Stefan Bluecher, Jan M. Pawlowski, Manuel Scherzer +4

We present a novel reweighting technique to calculate the relative weights in the Lefschetz thimble decomposition of a path integral. Our method is put to work using a one-l…

hep-lat2018★ 19 cited

Reweighting Lefschetz Thimbles

Stefan Bluecher, Jan M. Pawlowski, Manuel Scherzer +4

One of the main challenges in simulations on Lefschetz thimbles is the computation of the relative weights of contributing thimbles. In this paper we propose a solution to that pro…

hep-lat2017★ 13 cited

Cooling Stochastic Quantization with colored noise

Jan M. Pawlowski, Ion-Olimpiu Stamatescu, Felix P. G. Ziegler

Smoothing of field configurations is highly important for precision calculations of physical quantities on the lattice. We present a cooling method based on Stochastic Quantization…