Hackage :: ad-delcont
Summary:
Reverse-mode automatic differentiation using delimited continuations (shift/reset). The package exposes a small and easily extensible user interface to automatic differentiation combinators. It's also lightweight as a dependency, since it only requires base and transformers.
URL: https://hackage.haskell.org/package/ad-delcont
Developers:
- Marco Zocca
| Mode: |
Reverse |
| Method: |
Operator overloading |
| Supported Language: |
Haskell |
Reference:
Fei Wang, James Decker, Xilun Wu, Grégory Essertel, Tiark Rompf
Backpropagation with Continuation Callbacks: Foundations for Efficient and Expressive Differentiable Programming
Conference proceeding, Advances in Neural Information Processing Systems 31: 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Curran Associates, Inc., 2018
Fei Wang, Daniel Zheng, James Decker, Xilun Wu, Grégory M. Essertel, Tiark Rompf
Demystifying differentiable programming: shift/reset the penultimate backpropagator
Article in Proceedings of the ACM on Programming Languages, Association for Computing Machinery, 2019
Backpropagation with Continuation Callbacks: Foundations for Efficient and Expressive Differentiable Programming
Conference proceeding, Advances in Neural Information Processing Systems 31: 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Curran Associates, Inc., 2018
Fei Wang, Daniel Zheng, James Decker, Xilun Wu, Grégory M. Essertel, Tiark Rompf
Demystifying differentiable programming: shift/reset the penultimate backpropagator
Article in Proceedings of the ACM on Programming Languages, Association for Computing Machinery, 2019
Features:
To use the library, import Numeric.AD.DelCont, which also contains all documentation.
Blog post : http://ocramz.github.io/haskell/automatic-differentiation/2021/07/19/ad-delcont.html
Licensing: open source
Entries in our publication database that actually use Hackage :: ad-delcont in the numerical experiments: 0
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