Prosecutors allege that the 53-year-old lied about his drug use on application forms when he purchased the weapon in 2018.
Biden has acknowledged that he was a heavy user of crack cocaine at the time, but he denies breaking the law. He faces up to 25 years in prison if convicted of the three federal counts.