
PINNsNTK
 Referenced in 25 articles
[sw42058]
 PINNs fail to train: a neural tangent kernel perspective. Physicsinformed neural networks (PINNs) have ... little is known about how such constrained neural networks behave during their training via gradient ... Neural Tangent Kernel (NTK); a kernel that captures the behavior of fullyconnected neural networks...

neuraltangents
 Referenced in 5 articles
[sw39529]
 using gradient descent via the Neural Tangent Kernel. Additionally, Neural Tangents provides tools to study...

ckn_kernel
 Referenced in 5 articles
[sw31148]
 CKNs, see here, here, here) and neural tangent kernels for convolutional networks (NTK or CNTK...

TorchNTK
 Referenced in 1 article
[sw42228]
 TorchNTK: A Library for Calculation of Neural Tangent Kernels of PyTorch Models. We introduce torchNTK ... python library to calculate the empirical neural tangent kernel (NTK) of neural network models...

ImprovedDeepONets
 Referenced in 1 article
[sw42601]
 networks (DeepONets) through the lens of Neural Tangent Kernel (NTK) theory, and reveal a bias...

ADOLC
 Referenced in 257 articles
[sw00019]
 ADOLC: Automatic Differentiation of C/C++. We present...

ANSYS
 Referenced in 713 articles
[sw00044]
 ANSYS offers a comprehensive software suite that spans...

GAP
 Referenced in 3221 articles
[sw00320]
 GAP is a system for computational discrete algebra...

Gmsh
 Referenced in 783 articles
[sw00366]
 Gmsh is a 3D finite element grid generator...

LAPACK
 Referenced in 1713 articles
[sw00503]
 LAPACK is written in Fortran 90 and provides...

Macaulay2
 Referenced in 1958 articles
[sw00537]
 Macaulay2 is a software system devoted to supporting...

Magma
 Referenced in 3363 articles
[sw00540]
 Computer algebra system (CAS). Magma is a large...

Maple
 Referenced in 5403 articles
[sw00545]
 The result of over 30 years of cutting...

Mathematica
 Referenced in 6445 articles
[sw00554]
 Almost any workflow involves computing results, and that...

Matlab
 Referenced in 13702 articles
[sw00558]
 MATLAB® is a highlevel language and interactive...

R
 Referenced in 10196 articles
[sw00771]
 R is a language and environment for statistical...

SageMath
 Referenced in 2033 articles
[sw00825]
 Sage (SageMath) is free, opensource math software...

SINGULAR
 Referenced in 1522 articles
[sw00866]
 SINGULAR is a Computer Algebra system (CAS) for...

SUNDIALS
 Referenced in 246 articles
[sw00927]
 SUNDIALS was implemented with the goal of providing...

LBFGSB
 Referenced in 200 articles
[sw01234]
 Algorithm 778: LBFGSB Fortran subroutines for...