What is Bilbo's plan to avoid the war?

He didn't have a plan to avoid the Battle of Five-Armies. He slipped on his Ring, though, so that no one would see him. Although when the eagles came to their aid, he gave a shout of glee, and it earned him a great rock thrown at his head. He blacked out, and lay there invisible through the rest of the battle.