• DOT

  • Referenced in 58 articles [sw14223]
  • Tools. DOT is a general-purpose gradient-based optimization software library that can be used...
  • Adam

  • Referenced in 49 articles [sw22205]
  • Adam, an algorithm for first-order gradient-based optimization of stochastic objective functions, based...
  • Autograd

  • Referenced in 6 articles [sw22077]
  • main intended application of Autograd is gradient-based optimization. For more information, check...
  • AdaGrad

  • Referenced in 52 articles [sw22202]
  • subgradient methods for online learning and stochastic optimization. We present a new family of subgradient ... earlier iterations to perform more informative gradient-based learning. Metaphorically, the adaptation allows ... paradigm stems from recent advances in stochastic optimization and online learning which employ proximal functions...
  • GROW

  • Referenced in 3 articles [sw18662]
  • GROW: a gradient-based optimization workflow for the automated development of molecular. The concept, issues ... implementation and file formats of the GRadient-based Optimization Workflow for the Automated Development ... atomistic molecular simulations by an iterative, gradient-based optimization workflow. The modularly constructed tool consists...
  • SHARK

  • Referenced in 14 articles [sw13542]
  • single- and multi-objective optimization (e.g., evolutionary and gradient-based algorithms) as well as kernel...
  • LDGB

  • Referenced in 29 articles [sw07134]
  • large-scale nonsmooth optimization Many practical optimization problems involve nonsmooth (that is, not necessarily differentiable ... problems the direct application of smooth gradient-based methods may lead to a failure ... hand, none of the current general nonsmooth optimization methods is efficient in large-scale settings...
  • AESOP

  • Referenced in 3 articles [sw02849]
  • aerodynamic shape optimization. Aerodynamic shape optimization based on Computational Fluid Dynamics can automatically improve ... shape parameterization and algorithms for gradient-based optimization. The result is a portable and efficient...
  • optimParallel

  • Referenced in 1 article [sw24224]
  • package optimParallel: Parallel Versions of the Gradient-Based optim() Methods. Provides parallel versions ... gradient-based optim() methods. The main function of the package is optimParallel(), which...
  • DOSI

  • Referenced in 2 articles [sw27054]
  • with local credit assignment. A novel swarm-based algorithm is proposed for the training ... search algorithm to find optimal weight values. While gradient-based methods, such as backpropagation ... yield a globally optimal solution. To overcome the limitations of gradient-based methods, evolutionary algorithms...
  • Far-HO

  • Referenced in 1 article [sw25680]
  • Bilevel Programming Package for Hyperparameter Optimization and Meta-Learning. In (Franceschi ... bilevel programming, that encompasses gradient-based hyperparameter optimization and meta-learning. We formulated an approximate...
  • pFOSM

  • Referenced in 1 article [sw27927]
  • minimizing it with a gradient-based approach leads to the need of computing ... direct differentiation. This makes the cost per gradient computation independent of the numbers of both ... method is demonstrated through the constrained shape optimization of an isolated 2D airfoil under uncertain...
  • ADOL-C

  • Referenced in 206 articles [sw00019]
  • ADOL-C: Automatic Differentiation of C/C++. We present...
  • ANSYS

  • Referenced in 556 articles [sw00044]
  • ANSYS offers a comprehensive software suite that spans...
  • LANCELOT

  • Referenced in 262 articles [sw00500]
  • LANCELOT. A Fortran package for large-scale nonlinear...
  • LAPACK

  • Referenced in 1490 articles [sw00503]
  • LAPACK is written in Fortran 90 and provides...
  • LEDA

  • Referenced in 237 articles [sw00509]
  • In the core computer science areas -- data structures...
  • Mathematica

  • Referenced in 5100 articles [sw00554]
  • Almost any workflow involves computing results, and that...
  • Matlab

  • Referenced in 9880 articles [sw00558]
  • MATLAB® is a high-level language and interactive...
  • R

  • Referenced in 6281 articles [sw00771]
  • R is a language and environment for statistical...