Using Rewrite Strategies for Efficient Functional Automatic Differentiation

Author:

Böhler Timon1,Richter David1,Mezini Mira2

Affiliation:

1. TU Darmstadt, Germany

2. TU Darmstadt, Germany / hessian.AI, Germany

Funder

German Federal Ministry of Education and Research and the Hessian Ministry of Higher Education, Research, Science and the Arts

Hessian Ministry of Higher Education, Research, Science and the Arts

Publisher

ACM

Reference25 articles.

1. Cartesian differential categories;Blute Richard F;Theory and Applications of Categories,2009

2. James Bradbury , Roy Frostig , Peter Hawkins , Matthew James Johnson , Chris Leary, Dougal Maclaurin, George Necula, Adam Paszke, Jake VanderPlas, Skye Wanderman-Milne, and Qiao Zhang. 2018 . JAX: composable transformations of Python +NumPy programs. http://github.com/google/jax James Bradbury, Roy Frostig, Peter Hawkins, Matthew James Johnson, Chris Leary, Dougal Maclaurin, George Necula, Adam Paszke, Jake VanderPlas, Skye Wanderman-Milne, and Qiao Zhang. 2018. JAX: composable transformations of Python+NumPy programs. http://github.com/google/jax

3. Categorical Models for Simply Typed Resource Calculi

4. A formulation of the simple theory of types

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