Solving the quantum many-body problem with artificial neural networks

• Learning minimal representations of fermionic ground states

  2026 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  0

  citations
• Boosting thermalization of classical and quantum many-body systems

  2026 Physical review. B./Physical review. B article Physics and Astronomy Quantum many-body systems

  0

  citations
• Towards sustainable exploration of chemical spaces with machine learning

  2026 Digital Discovery article Materials Science Machine Learning in Materials Science Open access

  0

  citations
• Reproducibility of fixed-node diffusion Monte Carlo across diverse community codes: The case of water–methane dimer

  2025 The Journal of Chemical Physics article Physics and Astronomy Advanced Chemical Physics Studies Open access

  9

  citations
• Efficiency of the hidden fermion determinant states Ansatz in the light of different complexity measures

  2025 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  2

  citations
• Investigating Stark many-body localization with continuous unitary transformation flows

  2025 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  1

  citations
• Deep NURBS—admissible physics-informed neural networks

  2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access

  5

  citations
• Simulation of Charge Stability Diagrams for Automated Tuning Solutions (SimCATS)

  2024 preprint Physics and Astronomy Quantum and electron transport phenomena Open access

  0

  citations
• Reduced basis surrogates for quantum spin systems based on tensor networks

  2023 Physical review. E article Physics and Astronomy Quantum many-body systems Open access

  9

  citations
• Can Neural Quantum States Learn Volume-Law Ground States?

  2023 Physical Review Letters article Physics and Astronomy Quantum many-body systems Open access

  17

  citations
• Certificates of quantum many-body properties assisted by machine learning

  2023 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  9

  citations
• Cavity engineering of Hubbard U via phonon polaritons

  2022 Journal of Physics Materials article Physics and Astronomy Physics of Superconductivity and Magnetism Open access

  12

  citations
• Phase diagram of quantum generalized Potts-Hopfield neural networks

  2022 New Journal of Physics article Physics and Astronomy Quantum many-body systems Open access cited by 1 patent

  17

  citations
• Potential Application of Machine-Learning-Based Quantum Chemical Methods in Environmental Chemistry

  2022 Environmental Science & Technology article Materials Science Machine Learning in Materials Science Open access

  61

  citations
• Autonomous robotic nanofabrication with reinforcement learning

  2020 Science Advances article Engineering Surface Chemistry and Catalysis Open access

  79

  citations
• Autonomous robotic nanofabrication with reinforcement learning

  2020 RWTH Publications (RWTH Aachen) article Engineering Surface Chemistry and Catalysis Open access

  69

  citations

16 results