activity
20242026
collaborators

6 papers

quant-ph2026

Hybrid Quantum-Classical Neural Networks for Recognizing Quantum Phases

Colin Scarato, Johannes Knörzer, Markus K. Hoffmann +11

Identifying quantum phases of matter is key to understanding strongly correlated materials, but remains a challenging task for both conventional computers and current quantum proce…

quant-ph2026

Hybrid quantum-classical neural network for sample-efficient recognition of topological phases

Markus K. Hoffmann, Leon C. Sander, Colin Scarato +4

With increasing maturity of quantum computers, standard methods for characterizing global properties of their output quantum states via direct measurements and classical post-proce…

quant-ph2026

Random Projections for Multi-Copy Quantum Algorithms

Xiaoyu Liu, Jordi Tura, Johannes Knörzer

Estimating nonlinear properties of quantum states is a central task in quantum information science. Multivariate traces, , and nonlinear observables…

quant-ph2025

Non-Exponential Decay in Finite Photonic Waveguide Arrays

Florian H. Huber, Benedikt Braumandl, Johannes Knörzer +5

Open quantum-system dynamics can follow exponential decay, non-exponential relaxation, or oscillatory dynamics, depending on the system-environment coupling. We study a lattice wit…

quant-ph2024

Generalized Concentratable Entanglement via Parallelized Permutation Tests

Xiaoyu Liu, Johannes Knörzer, Zherui Jerry Wang +1

Multipartite entanglement is an essential resource for quantum information theory and technologies, but its quantification has been a persistent challenge. Recently, Concentratable…

quant-ph2024

Fermionization and collective excitations of 1D polariton lattices

Johannes Knörzer, Rafał Ołdziejewski, Puneet A. Murthy +1

We theoretically demonstrate that the hallmarks of correlation and fermionization in a one-dimensional exciton-polaritons gas can be observed with state-of-the-art technology. Our…