Sapioromantic

Describes a romantic preference in which a person experiences a greater level of romantic attraction towards intelligence as opposed to any other quality/feature.

Note that the prefix 'sapio' stems from the Latin verb for 'wisdom'. Compare and contrast 'Noetiromantic,' whose prefix 'noeti' stems from the Greek verb for 'intellect.'