Latest Research in Numerical Analysis

38 research papers · 2026 median publication year

Top Research Topics in Numerical Analysis

Highest-Cited Papers

  1. Path Memory and Multistability in Coupled Oscillator Networks: A Numerical Study
  2. Interpolatory dynamical low-rank approximation: theoretical foundations and algorithms
  3. Extended dynamic mode decomposition with Fourier dictionaries: Error bounds and fast implementation
  4. Reference-free logged energy-oracle recovery for neural approximations of symmetric coercive variational problems: conforming Riesz reconstruction and archive-level selection
  5. Learning Lyapunov Operators for Nonlinear Systems
  6. Certified Inference and Training for Deep Equilibrium Networks: A Continuation Framework with Polynomial Complexity Guarantees
  7. Likelihood-Coin Poisson Sampling for Bayesian Inverse Problems: Exact Sampling and Sharp Complexity
  8. Fast Convergence for High-Order ODE Solvers in Diffusion Probabilistic Models
  9. Deep learning methods for inverse problems using connections between proximal operators and Hamilton-Jacobi equations
  10. Gradient-Enhanced Proximal Algorithms for Mean Field Planning on Surfaces
  11. Inferring diffusivity from killed diffusion
  12. Metric Deformation and Topological Persistence of Molecular Configuration Spaces
  13. Identifying stochastic differential equation with high-order accuracy via Fourier series
  14. A Fully Dual Domain Decomposition Method for Extreme Learning Machines Using GenEO Spectral Coarse Spaces
  15. Universal Approximation Theorems for Dynamical Systems with Infinite-Time Horizon Guarantees
  16. Volterra-Gegenbauer Modeling of Nonlinear Systems for Global Fishery Availability Under Anthropogenic Stress
  17. Mathematical Physics Models of RLC Electrical Circuit with Generalized $\mathcal{M}$ Derivative
  18. A simple shallow neural network for emulating the solution to singularly perturbed problems
  19. Schrödinger Bridges on Lie Group Manifolds for Probabilistic Intrinsic Generation
  20. Dynamical Analysis and Backstepping-Based Synchronization of a Fractional-Order Hyperchaotic Yan System Using RBF Neural Networks
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L3 Region - - 2026 Sep Q3

Numerical Analysis

38 papers

Top Topics (10)

Numerical Analysis5
Chaos control and synchronization5
Model Reduction and Neural Networks4
Dynamical Systems3
Machine Learning3
Machine Learning2
Statistics Theory2
Statistical Mechanics2
Nonlinear Dynamics and Pattern Formation1
Tensor decomposition and applications1

Top Publications (20)

1.Path Memory and Multistability in Coupled Oscillator Networks: A Numerical Study2.Interpolatory dynamical low-rank approximation: theoretical foundations and algorithms3.Extended dynamic mode decomposition with Fourier dictionaries: Error bounds and fast implementation4.Reference-free logged energy-oracle recovery for neural approximations of symmetric coercive variational problems: conforming Riesz reconstruction and archive-level selection5.Learning Lyapunov Operators for Nonlinear Systems6.Certified Inference and Training for Deep Equilibrium Networks: A Continuation Framework with Polynomial Complexity Guarantees7.Likelihood-Coin Poisson Sampling for Bayesian Inverse Problems: Exact Sampling and Sharp Complexity8.Fast Convergence for High-Order ODE Solvers in Diffusion Probabilistic Models9.Deep learning methods for inverse problems using connections between proximal operators and Hamilton-Jacobi equations10.Gradient-Enhanced Proximal Algorithms for Mean Field Planning on Surfaces11.Inferring diffusivity from killed diffusion12.Metric Deformation and Topological Persistence of Molecular Configuration Spaces13.Identifying stochastic differential equation with high-order accuracy via Fourier series14.A Fully Dual Domain Decomposition Method for Extreme Learning Machines Using GenEO Spectral Coarse Spaces15.Universal Approximation Theorems for Dynamical Systems with Infinite-Time Horizon Guarantees16.Volterra-Gegenbauer Modeling of Nonlinear Systems for Global Fishery Availability Under Anthropogenic Stress17.Mathematical Physics Models of RLC Electrical Circuit with Generalized $\mathcal{M}$ Derivative18.A simple shallow neural network for emulating the solution to singularly perturbed problems19.Schrödinger Bridges on Lie Group Manifolds for Probabilistic Intrinsic Generation20.Dynamical Analysis and Backstepping-Based Synchronization of a Fractional-Order Hyperchaotic Yan System Using RBF Neural Networks
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