How to interpret the results of robustness checking?

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I am attempting to perform a comparative study, in which I conducted four regression models (2x2) and wanted to compare different functions of ivs to dvs. I wonder how to do robustness checking in this case and what is a robust results? Should all the ivs(I have 14 ivs) be consistent in the robustness checking results?

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