Answer
No, Bogdanov never rejoined the Bolsheviks after his expulsion. Despite attempts at reconciliation, particularly during the early 1905 Revolution, his differences with Lenin on party organization, philosophy, and revolutionary strategy proved insurmountable, leading to a permanent rift.