The strucure of this supplementary material is as follows:

1. [ICLR 2026] CLiMR_with_appendix.pdf, is the whole paper with the Appendix attached.

2. Here is the anonymous repo for reproduction: https://anonymous.4open.science/r/CLiMRS-3CCE4Zzzx8r6W/