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cs.PL2025
Dual-Numbers Reverse AD for Functional Array Languages
Tom Smeding, Mikołaj Konarski, Simon Peyton Jones +1
The standard dual-numbers construction works well for forward-mode automatic differentiation (AD) and is attractive due to its simplicity; recently, it also has been adapted to rev…
cs.PL2025
Comparing Parallel Functional Array Languages: Programming and Performance
David van Balen, Tiziano De Matteis, Clemens Grelck +12
Parallel functional array languages are an emerging class of programming languages that promise to combine low-effort parallel programming with good performance and performance por…
cs.PL2022
Dual-Numbers Reverse AD, Efficiently
Tom Smeding, Matthijs Vákár
Where dual-numbers forward-mode automatic differentiation (AD) pairs each scalar value with its tangent derivative, dual-numbers /reverse-mode/ AD attempts to achieve reverse AD us…