According to the website of AEIC Academic Exchange Center, college students are ordinary full-time students, including junior college students, undergraduates and graduate students (masters), so graduate students are college students.
Postgraduate education is a kind of national education, which is generally carried out by ordinary universities with master's and doctoral degrees. After graduation, a graduate student can also be called a graduate student, which means a person with a graduate education.