Polynomial solutions refer to the roots or solutions that satisfy polynomial equations, which are expressions involving variables raised to whole number exponents. These solutions are critical in algebra for solving equations, and they can be real or complex numbers. Techniques like factoring, the Rational Root Theorem, and synthetic division are used to find polynomial solutions. Understanding these solutions is essential for analyzing the behavior of polynomial functions and solving higher-degree equations.