Latest Research in Numerical Analysis

34 research papers · 2026 median publication year

Top Research Topics in Numerical Analysis

Highest-Cited Papers

  1. A Parallel-in-Time Combination Method for Parabolic Problems
  2. Pattern formation: reactivity is not necessary for chemotaxis--driven instabilities
  3. Multi-level neural networks for high-dimensional parametric obstacle problems
  4. A semi-smooth Newton method for efficient evaluation of the inverse hysteresis operator
  5. Geometric Generalization of Neural Operators from a Kernel Integral Perspective
  6. DFSC: Error-Controlled Differentiable Mittag-Leffler Propagation for Fractional Scientific Machine Learning
  7. A Pseudo-time Data-Driven Framework for Model Reduction of Linear Operator Equations
  8. Resolution-Induced Collapse in Quantized Nonlinear Dynamics: A Finite-Horizon Structural Framework
  9. Spectral Basis Interpretable Unit: A Learned Orthogonal Projection Module for Interpretable Function Approximation and Unsupervised Regime Discovery
  10. Learning Dynamically Inspired Bases for Koopman and Transfer Operator Approximation
  11. Learning the Helmholtz equation operator with DeepONet for non-parametric 2D geometries
  12. Neural network-based method for exact solutions of Burgers-type equations
  13. On Analytically Tractable Multidimensional Diffusions via Doob h-Transforms, with Resetting and Applications to Wiener and Ornstein--Uhlenbeck Processes
  14. Finite-Time Chaos Diagnostics and Noise-Induced Basin Merging in a Two-Dimensional Map
  15. HORSES3D-GPU: A high-order discontinuous Galerkin solver for multi-GPU systems
  16. Physics-informed token transformer methodology for nonlinear balance laws. I. Schwarzschild--Burgers fluid flows
  17. Markov state models revisited: Principles and algorithms for unbiased observables
  18. Feigenbaum's Universal Constants: δ and α Govern Nonlinear Period-Doubling Cascades — E8 Intelligence Research
  19. Data-driven Reverse Engineering of Physical Laws: Extracting Unknown Interactions via Hierarchical Basis Expansion
  20. ETDRK4–Chebyshev Collocation for the Generalized Burgers–Huxley Equation: Machine-Precision Benchmarks and a Corrected Exact Solution
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2026 AUG Q1

Numerical Analysis

34 papers

Top Topics (10)

Numerical Analysis11
Model Reduction and Neural Networks5
Machine Learning3
Dynamical Systems2
Statistical Mechanics2
Evolutionary Algorithms and Applications1
Probability1
Chaos control and synchronization1
Numerical methods for differential equations1
Complex Systems and Time Series Analysis1

Top Publications (20)

1.A Parallel-in-Time Combination Method for Parabolic Problems2.Pattern formation: reactivity is not necessary for chemotaxis--driven instabilities3.Multi-level neural networks for high-dimensional parametric obstacle problems4.A semi-smooth Newton method for efficient evaluation of the inverse hysteresis operator5.Geometric Generalization of Neural Operators from a Kernel Integral Perspective6.DFSC: Error-Controlled Differentiable Mittag-Leffler Propagation for Fractional Scientific Machine Learning7.A Pseudo-time Data-Driven Framework for Model Reduction of Linear Operator Equations8.Resolution-Induced Collapse in Quantized Nonlinear Dynamics: A Finite-Horizon Structural Framework9.Spectral Basis Interpretable Unit: A Learned Orthogonal Projection Module for Interpretable Function Approximation and Unsupervised Regime Discovery10.Learning Dynamically Inspired Bases for Koopman and Transfer Operator Approximation11.Learning the Helmholtz equation operator with DeepONet for non-parametric 2D geometries12.Neural network-based method for exact solutions of Burgers-type equations13.On Analytically Tractable Multidimensional Diffusions via Doob h-Transforms, with Resetting and Applications to Wiener and Ornstein--Uhlenbeck Processes14.Finite-Time Chaos Diagnostics and Noise-Induced Basin Merging in a Two-Dimensional Map15.HORSES3D-GPU: A high-order discontinuous Galerkin solver for multi-GPU systems16.Physics-informed token transformer methodology for nonlinear balance laws. I. Schwarzschild--Burgers fluid flows17.Markov state models revisited: Principles and algorithms for unbiased observables18.Feigenbaum's Universal Constants: δ and α Govern Nonlinear Period-Doubling Cascades — E8 Intelligence Research19.Data-driven Reverse Engineering of Physical Laws: Extracting Unknown Interactions via Hierarchical Basis Expansion20.ETDRK4–Chebyshev Collocation for the Generalized Burgers–Huxley Equation: Machine-Precision Benchmarks and a Corrected Exact Solution
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