Duality theorems in mathematics and computer science establish a profound relationship between two seemingly different problems, revealing that solving one can provide insights or solutions to the other. These theorems often serve as a bridge between optimization problems, allowing for the transformation of a problem into a dual form that may be easier to analyze or solve.