the present invention provides a catalyst composition for hydrogenation comprising : a titanium compound represented by the following formula : a silyl hydride ; and a compound represented by the following formula : the catalyst composition for hydrogenation can maintain activity longer and improve hydrogenation conversion of the conjugated diene polymers , particularly of the trans structure . the conjugated diene polymers produced according to the present invention can further perform good thermal stability and odorless .