There are at least 2 artist using that name:
One being an electronica related artist, the more famous "rock"-band however is described below:
Not unlike some other guitar-centered power trios, Attention Deficit delivers a very energetic jazz rock, including flashes of fiery psychedelia and getting pretty wicked at times. This supergroup’s particular value relies on the special touch delivered by each individual member.

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