Control hazards occur in pipelined processors when the pipeline makes wrong decisions on branch predictions, leading to potential execution of incorrect instructions. Resolving control hazards typically involves techniques like branch prediction, pipeline stalling, or instruction reordering to maintain efficient pipeline flow.