• PINNsNTK

  • Referenced in 25 articles [sw42058]
  • PINNs fail to train: a neural tangent kernel perspective. Physics-informed 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 fully-connected neural networks...
  • neural-tangents

  • 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...
  • ADOL-C

  • Referenced in 257 articles [sw00019]
  • ADOL-C: 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 high-level 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, open-source 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...
  • L-BFGS-B

  • Referenced in 200 articles [sw01234]
  • Algorithm 778: L-BFGS-B Fortran subroutines for...