Primitive roots and discrete logarithms are advanced topics in number theory that are used to solve certain problems related to modular arithmetic, including finding modular inverses. A primitive root is a number that generates the entire set of residues modulo a prime number, while discrete logarithms are used to find the power to which a primitive root must be raised to obtain a given residue.