To burn the midnight oil - this is an idiomatic expression that means to stay up late either working or studying.

Example:

I have to pass the test tomorrow, so tonight I will be burning the midnight oil.

Photo credit:

Exhausted - A man working late © Cecilia Lim H M  - Shutterstock.com