In the late 90s, measurements of the luminosity distance of type Ia supernovae have shown evidence that the Universe expansion is accelerating. This result came as a great surprise, since all known forms of matter lead to a decelerated expansion. The possible explanations of this phenomenon can be divided into three classes: the vacuum of our Universe has a tiny nonvanishing energy (a cosmological constant); some material with extremely unusual properties (quintessence) is responsible for the acceleration; or the behavior of gravity at ultra-large distances is different from what we expect. I will discuss the different aspects of such explanations, paying special attention to the point of view (and the prejudices) of particle physicists.