We introduce a Cannings model with directional selection via a paintbox construction and establish a strong duality with the line counting process of a new \emph{Cannings ancestral selection graph} in discrete time. This duality also yields a formula for the fixation probability of the beneficial type. Haldane’s formula states that for a single selectively advantageous individual in a population of haploid individuals of size the prob-ability of fixation is asymptotically (as ) equal to the selective advantage of haploids divided by half of the offspring variance. For a class of offspring distributions within Kingman attraction we prove this asymptotics for sequences obeying , which is a regime of “moderately weak selection”. It turns out that for the Cannings ancestral selection graph is so close to the ancestral selection graph of a Moran model that a suitable coupling argument allows to play the problem back asymptotically to the fixation probability in the Moran model, which can be computed explicitly.

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