that we tackle an important problem of interest to the NeurIPS community, and acknowledge our extensive/insightful

Thank you for the thoughtful feedback and comments; we are delighted to see this positive response. ARL would only improve the performance for groups that are computationally identifiable groups over (x,y). Our experiments on label bias (Figure 1(b)) shed some light on this. Thank you for your thoughtful comment. This along with your other comment on equipping robustness ignited interesting discussions amongst the authors.