Morozov continued to fight in combat with the 3rd Guards Airborne. In the fall, he fought in the Zhitomir–Berdichev Offensive. In spring 1944, he participated in the Uman–Botoșani Offensive. During the summer, Morozov fought in the Second Jassy–Kishinev Offensive. In November, the division fought in the Battle of Debrecen. It advanced into Hungary and participated in the Siege of Budapest. In spring 1945, the division repulsed Operation Spring Awakening and entered Austria, taking part in the Vienna Offensive.