Approximation capabilities of multilayer feedforward networks

• Universal approximation of continuous functions with minimal quantum circuits

  2025 Physical Review Research article Computer Science Quantum Computing Algorithms and Architecture Open access

  1

  citations
• Gradients and frequency profiles of quantum re-uploading models

  2024 Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

  8

  citations
• A generalized framework of neural networks for Hamiltonian systems

  2024 Journal of Computational Physics article Physics and Astronomy Model Reduction and Neural Networks Open access

  11

  citations
• Real-life data-driven model predictive control for building energy systems comparing different machine learning models

  2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

  71

  citations
• Multiscale Modeling Assisted by Artificial Neural Networks: Application to Woven Fabrics

  2024 SSRN Electronic Journal preprint Engineering Composite Material Mechanics Open access

  0

  citations
• Multiscale modeling assisted by artificial neural networks: application to woven fabrics

  2024 SSRN Electronic Journal preprint Engineering Composite Material Mechanics Open access

  0

  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
• Learnable Spectral Wavelets on Dynamic Graphs to Capture Global Interactions

  2023 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Computer Science Advanced Graph Neural Networks Open access

  8

  citations
• Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models

  2023 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

  3

  citations
• Gradient Descent for Deep Matrix Factorization: Dynamics and Implicit Bias Towards Low Rank

  2022 SSRN Electronic Journal preprint Computer Science Stochastic Gradient Optimization Techniques Open access

  5

  citations
• Polyconvex anisotropic hyperelasticity with neural networks

  2021 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access

  238

  citations
• The Logic of Graph Neural Networks

  2021 Proceedings - Symposium on Logic in Computer Science conference-paper Computer Science Advanced Graph Neural Networks Open access

  50

  citations
• Machine‐learning‐enhanced tail end prediction of structural response statistics in earthquake engineering

  2021 Earthquake Engineering & Structural Dynamics article Engineering Seismic Performance and Analysis Open access

  51

  citations
• Machine learning-augmented and microspectroscopy-informed multiparametric MRI for the non-invasive prediction of articular cartilage composition

  2021 Osteoarthritis and Cartilage article Medicine Advanced MRI Techniques and Applications Open access cited by 3 patents

  23

  citations
• Transfer learning efficiently maps bone marrow cell types from mouse to human using single-cell RNA sequencing

  2020 Communications Biology article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access cited by 1 patent

  38

  citations
• Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning

  2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents

  341

  citations
• Theory-training deep neural networks for an alloy solidification benchmark problem

  2020 Computational Materials Science article Physics and Astronomy Model Reduction and Neural Networks

  39

  citations
• Newton versus the machine: solving the chaotic three-body problem using deep neural networks

  2020 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent

  97

  citations
• Modelling complex measurement processes for measurement uncertainty determination

  2020 International Journal of Quality & Reliability Management article Decision Sciences Scientific Measurement and Uncertainty Evaluation

  10

  citations

19 results