71 citations · 139 across the 8 of their papers we have counts for
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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…
cs.NE2019★ 7 cited
The Discrete Langevin Machine: Bridging the Gap Between Thermodynamic and Neuromorphic Systems
Lukas Kades, Jan M. Pawlowski
A formulation of Langevin dynamics for discrete systems is derived as a class of generic stochastic processes. The dynamics simplify for a two-state system and suggest a network ar…