Budul Pasi, aged 20, and Mahindra Mushar, 30, who were riding the motorcycle, died instantly, they said adding the accident happened in Auraiye area on the national highway.
The bus dragged the motorcyle for quite some distance, police said.
The bus driver had been arrested, they said.