Singularities of pairs in algebraic geometry refer to the study of singular points on varieties that are considered alongside a divisor, providing a nuanced understanding of the geometry and topology of the pair. They are crucial in the Minimal Model Program as they help classify varieties by allowing controlled degenerations and understanding the behavior of varieties under birational transformations.