Firstly, we thank all reviewers for the helpful comments and suggestions

Firstly, we thank all reviewers for the helpful comments and suggestions. We will add citations in Table 4. We haven't conducted experiments in language modeling and image density estimation Admittedly, modeling the intra-step correlation would require extra computation time. We will add this discussion in the revised version. We are not entirely sure about the motivation of the multi-frame setting.