Reviewers agree the paper addressed an important new problem on cross-domain calibration. The motivation is strong, the proposed method is easy to implement and shown to be effective (in the setting of the paper). The authors are highly encouraged to take into consideration reviewers' concerns on the experiments and limitation of the settings, in the revision of the paper.