On Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models. - Kim A. Nicoli; Christopher J. Anders; Lena Funcke; Tobias Hartung; Karl Jansen; Pan Kessel; Shinichi Nakajima; Paolo Stornati (CoRR, 2020)

Best-approximation error for parametric quantum circuits. - Lena Funcke; Tobias Hartung; Karl Jansen; Stefan Kühn; Manuel Schneider; Paolo Stornati (ICWS, 2021)

Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse. - Kim A. Nicoli; Christopher J. Anders; Lena Funcke; Tobias Hartung; Karl Jansen; Pan Kessel; Shinichi Nakajima; Paolo Stornati (CoRR, 2021)

Dimensional Expressivity Analysis of Parametric Quantum Circuits. - Lena Funcke; Tobias Hartung; Karl Jansen; Stefan Kühn; Paolo Stornati (Quantum, 2021)

Applications of Machine Learning to Lattice Quantum Field Theory. - Denis Boyda; Salvatore Calì; Sam Foreman; Lena Funcke; Daniel C. Hackett; Yin Lin; Gert Aarts; Andrei Alexandru; Xiao-Yong Jin; Biagio Lucini; Phiala E. Shanahan (CoRR, 2022)

Physics-Informed Bayesian Optimization of Variational Quantum Circuits. - Kim Nicoli; Christopher J. Anders; Lena Funcke; Tobias Hartung; Karl Jansen; Stefan Kühn; Klaus-Robert Müller; Paolo Stornati; Pan Kessel; Shinichi Nakajima (NeurIPS, 2023)

Quantum Algorithms for Charged Particle Track Reconstruction in the LUXE Experiment. - Arianna Crippa; Lena Funcke; Tobias Hartung; Beate Heinemann; Karl Jansen; Annabel Kropf; Stefan Kühn; Federico Meloni; David Spataro; Cenk Tüysüz; Yee Chinn Yap (Comput. Softw. Big Sci., 2023)

Adaptive Observation Cost Control for Variational Quantum Eigensolvers. - Christopher J. Anders; Kim Andrea Nicoli; Bingting Wu; Naima Elosegui; Samuele Pedrielli; Lena Funcke; Karl Jansen; Stefan Kühn; Shinichi Nakajima (ICML, 2024)

Simulating the Hubbard Model with Equivariant Normalizing Flows. - Dominic Schuh; Janik Kreit; Evan Berkowitz; Lena Funcke; Thomas Luu; Kim A. Nicoli; Marcel Rodekamp (CoRR, 2025)

Machine-Learning-Enhanced Optimization of Noise-Resilient Variational Quantum Eigensolvers. - Kim A. Nicoli; Luca J. Wagner; Lena Funcke (CoRR, 2025)

Bayesian Parameter Shift Rule in Variational Quantum Eigensolvers. - Samuele Pedrielli; Christopher J. Anders; Lena Funcke; Karl Jansen; Kim A. Nicoli; Shinichi Nakajima (CoRR, 2025)

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows. - Janik Kreit; Dominic Schuh; Kim A. Nicoli; Lena Funcke (CoRR, 2025)

Simulating Correlated Electrons with Symmetry-Enforced Normalizing Flows. - Dominic Schuh; Janik Kreit; Evan Berkowitz; Lena Funcke; Thomas Luu; Kim A. Nicoli; Marcel Rodekamp (CoRR, 2025)