Skip to search formSkip to main contentSkip to account menu
You are currently offline. Some features of the site may not work correctly.

Automatic differentiation

Known as: AD (disambiguation), Algorithmic differentiation, Auto derivative 
In mathematics and computer algebra, automatic differentiation (AD), also called algorithmic differentiation or computational differentiation, is a… 
Wikipedia

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2017
Highly Cited
2017
In this article, we describe an automatic differentiation module of PyTorch — a library designed to enable rapid research on… 
Review
2017
Review
2017
Derivatives, mostly in the form of gradients and Hessians, are ubiquitous in machine learning. Automatic differentiation (AD… 
  • figure 1
  • figure 2
  • figure 3
  • table 1
  • figure 4
Highly Cited
2017
Highly Cited
2017
Probabilistic modeling is iterative. A scientist posits a simple model, fits it to her data, refines it according to her analysis… 
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Highly Cited
2015
Highly Cited
2015
TMB is an open source R package that enables quick implementation of complex nonlinear random effect (latent variable) models in… 
  • figure 1
  • figure 2
  • figure 3
  • table 1
  • figure 4
Review
2012
Review
2012
Many criteria for statistical parameter estimation, such as maximum likelihood, are formulated as a nonlinear optimization… 
Review
2002
Review
2002
Automatic Differentiation (AD) is a maturing computational technology. It has become a mainstream tool used by practicing… 
  • figure 1.1
  • figure 1.2
  • figure 1.3
  • table 2.3
  • figure 3.1
Highly Cited
1996
Highly Cited
1996
The C++ package ADOL-C described here facilitates the evaluation of first and higher derivatives of vector functions that are… 
Highly Cited
1996
Highly Cited
1996
Numerical codes that calculate not only a result, but also the derivatives of the variables with respect to each other… 
Highly Cited
1988
Highly Cited
1988
During these last years, the environmental problems have acquired a growing place in our society. It becomes necessary to find a… 
  • figure 1
Highly Cited
1981
Highly Cited
1981
  • L. B. Rall
  • Lecture Notes in Computer Science
  • 1981
  • Corpus ID: 23082827
Formula translation.- Formula differentiation.- Generation of Taylor coefficients.- Examples of software for automatic…