If graduate students buy patents before graduation, this will not be a problem in itself. However, if graduate students use unauthorized intellectual property rights in the research process, such as unauthorized use of other people's patented technology in the research, then this involves the infringement of intellectual property rights.
Abide by intellectual property laws and regulations and do not infringe upon the intellectual property rights of others.