80 citations · 209 across the 7 of their papers we have counts for
4 papers · 1 filter
Quantum-Inspired Robust and Scalable SAR Object Classification
Maximilian Scharf, Marco Trenti, Felix Bock +5
SAR image classification naturally has to deal with huge noise and a high dynamic range particularly requiring robust classification models. Additionally, the deployment of these m…
Efficient Tensor Network ansatz for high-dimensional quantum many-body problems
Timo Felser, Simone Notarnicola, Simone Montangero
We introduce a novel tensor network structure augmenting the well-established Tree Tensor Network representation of a quantum many-body wave function. The new structure satisfies t…
Two-dimensional quantum-link lattice Quantum Electrodynamics at finite density
Timo Felser, Pietro Silvi, Mario Collura +1
We present an unconstrained tree tensor network approach to the study of lattice gauge theories in two spatial dimensions showing how to perform numerical simulations of theories i…
On the descriptive power of Neural-Networks as constrained Tensor Networks with exponentially large bond dimension
Mario Collura, Luca Dell'Anna, Timo Felser +1
In many cases, Neural networks can be mapped into tensor networks with an exponentially large bond dimension. Here, we compare different sub-classes of neural network states, with…