SIAM Journal on Scientific Computing

Papers
(The H4-Index of SIAM Journal on Scientific Computing is 20. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-04-01 to 2024-04-01.)
ArticleCitations
Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks387
Physics-Informed Neural Networks with Hard Constraints for Inverse Design171
Solving Inverse Stochastic Problems from Discrete Particle Observations Using the Fokker--Planck Equation and Physics-Informed Neural Networks46
Adaptive Deep Learning for High-Dimensional Hamilton--Jacobi--Bellman Equations40
An Energy Stable and Maximum Bound Preserving Scheme with Variable Time Steps for Time Fractional Allen--Cahn Equation39
On a Novel Fully Decoupled, Second-Order Accurate Energy Stable Numerical Scheme for a Binary Fluid-Surfactant Phase-Field Model38
When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?37
Stabilized Integrating Factor Runge--Kutta Method and Unconditional Preservation of Maximum Bound Principle35
Deep Splitting Method for Parabolic PDEs35
The Random Feature Model for Input-Output Maps between Banach Spaces34
Sparse Cholesky Factorization by Kullback--Leibler Minimization33
Tensor Decomposition Methods for High-dimensional Hamilton--Jacobi--Bellman Equations30
An Unfitted Hybrid High-Order Method with Cell Agglomeration for Elliptic Interface Problems29
Data-Driven Learning of Nonautonomous Systems27
Stochastic Rounding and Its Probabilistic Backward Error Analysis24
MIONet: Learning Multiple-Input Operators via Tensor Product24
A Stabilizer-Free, Pressure-Robust, and Superconvergence Weak Galerkin Finite Element Method for the Stokes Equations on Polytopal Mesh24
The Direct Radial Basis Function Partition of Unity (D-RBF-PU) Method for Solving PDEs21
Structure-Preserving, Energy Stable Numerical Schemes for a Liquid Thin Film Coarsening Model20
Improving “Fast Iterative Shrinkage-Thresholding Algorithm”: Faster, Smarter, and Greedier20
A Multifidelity Ensemble Kalman Filter with Reduced Order Control Variates20
A Random Batch Ewald Method for Particle Systems with Coulomb Interactions20
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