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2,199 papers · page 19 of 110

Provably correct, asymptotically efficient, higher-order reverse-mode automatic differentiation

Faustyna Krawiec, Simon Peyton Jones, Neel Krishnaswami, Tom Ellis, Richard A. Eisenberg, Andrew W. Fitzgibbon

In this paper, we give a simple and efficient implementation of reverse-mode automatic differentiation, which both extends easily to higher-order functions, and has run time and memory consumption linear in the run time of the original program. In addition to a formal description…