I think the answer is no and it follows from the following:
It is consistent that $AC$ fails but for all infinite cardinals $\kappa, 2 \cdot \kappa=\kappa.$
In a model as above, every infinite set is splittable but $AC$ fails in it.
Mohammad Golshani
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