Tensor-Train Decomposition

• Quantum generative modeling for financial time series with temporal correlations

  2026 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

  3

  citations
• Dynamical low-rank tensor approximations to high-dimensional parabolic problems: existence and convergence of spatial discretizations

  2025 Numerische Mathematik article Mathematics Tensor decomposition and applications Open access

  1

  citations
• Tensor Train Optimization for Conformational Sampling of Organic Molecules

  2025 Journal of Chemical Theory and Computation article Physics and Astronomy Advanced Chemical Physics Studies

  7

  citations
• A Comparison Study of Supervised Learning Techniques for the Approximation of High Dimensional Functions and Feedback Control

  2024 Dynamic Games and Applications article Computer Science Adaptive Dynamic Programming Control Open access

  2

  citations
• Efficient MPS representations and quantum circuits from the Fourier modes of classical image data

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

  13

  citations
• Taming numerical imprecision by adapting the KL divergence to negative probabilities

  2024 Statistics and Computing article Physics and Astronomy Statistical Mechanics and Entropy Open access

  4

  citations
• Mini-Workshop: Nonlinear Approximation of High-dimensional Functions in Scientific Computing

  2024 Oberwolfach Reports article Mathematics Mathematical Approximation and Integration Open access

  0

  citations
• Taming numerical imprecision by adapting the KL divergence to negative probabilities

  2024 Research Square preprint Physics and Astronomy Statistical Mechanics and Entropy Open access

  0

  citations
• Reconstructing Disease Histories in Huge Discrete State Spaces

  2024 Künstliche Intell. article Computer Science Bayesian Modeling and Causal Inference Open access

  11

  citations
• Low-rank tensor methods for partial differential equations

  2023 Acta Numerica article Mathematics Tensor decomposition and applications Open access

  42

  citations
• Numerical upscaling of parametric microstructures in a possibilistic uncertainty framework with tensor trains

  2022 Computational Mechanics article Decision Sciences Probabilistic and Robust Engineering Design Open access

  1

  citations
• Rank Bounds for Approximating Gaussian Densities in the Tensor-Train Format

  2022 SIAM/ASA Journal on Uncertainty Quantification article Mathematics Tensor decomposition and applications Open access

  20

  citations
• Computing f‐divergences and distances of high‐dimensional probability density functions

  2022 Numerical Linear Algebra with Applications article Mathematics Tensor decomposition and applications Open access

  5

  citations
• Asymptotic Log-Det Sum-of-Ranks Minimization via Tensor (Alternating) Iteratively Reweighted Least Squares

  2021 arXiv (Cornell University) preprint Engineering Sparse and Compressive Sensing Techniques Open access

  1

  citations
• Computing f-Divergences and Distances of High-Dimensional Probability Density Functions -- Low-Rank Tensor Approximations

  2021 arXiv (Cornell University) preprint Mathematics Tensor decomposition and applications Open access

  0

  citations
• Tensor theta norms and low rank recovery

  2020 Numerical Algorithms article Engineering Sparse and Compressive Sensing Techniques Open access

  17

  citations
• A two-stage surrogate model for Neo-Hookean problems based on adaptive proper orthogonal decomposition and hierarchical tensor approximation

  2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks

  18

  citations
• A parameter-dependent smoother for the multigrid method

  2020 arXiv (Cornell University) preprint Engineering Advanced Numerical Methods in Computational Mathematics Open access

  0

  citations
• Iterative algorithms for the post-processing of high-dimensional data

  2020 Journal of Computational Physics article Mathematics Tensor decomposition and applications

  12

  citations

19 results