Riyad as-Salihin

Abu Qatadah (May Allah be pleased with him) reported: The Messenger of Allah (ﷺ) was asked about observing As-Saum (the fast) on the tenth day of Muharram, and he replied, "It is an expiation for the sins of the preceding year."

[Muslim].