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Couldn't that be modelled as 4 bandits:

1. Original colour/Original text 2. Original colour/"Buy Now" 3. Black colour/Original Text 4. Black colour/"Buy Now"

A bit of a curse of dimensionality for anything except the simplest cases, but that is a different problem.




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