We show that cosmic acceleration can arise due to very tiny corrections to the usual gravitational action of General Relativity of the form \(R^n\), with \(n 0\), can lead to early-time inflation, our proposal provides a unified and purely gravitational origin for the early and late time accelerating phases of the Universe.