Is my parents information required on the China application if they are already deceased?

No, if your parents are deceased, you are not required to provide their information on the China visa COVA application(except for Washington DC, applicants in DC jurisdiction are required to provide it).

Always double-check with the latest guidance from the Chinese consulate or embassy where you are applying, as local requirements can slightly vary and/or get updated.