I found out the name of this mystery plant, it's called Night-blooming cereus. It was blooming on Saturday night. The duration of the bloom only last a few hours and it dies, and it only bloom once during the season. So I made sure I was around to watch it. It wasn't just one bloom, there were four of them!
Here a time elapsed video I found on YouTube: