What idiom do you think of when you read until late at night?

The idiom mentioned in the article about reading late into the night without knowing it made me think of the idiom "study hard". The idiom means to work hard for one's studies or career, regardless of the hardships, and still persist in studying or working under extremely difficult circumstances.