Abstract: In his classic 1973 paper on M-estimates of p regression parameters based on n samples in the linear model setting, Peter Huber states that the condition p/n tends to 0 "appears to be indispensable for any reasonably simple general asymptotic theory." In this talk, I will review recent work on developing an asymptotic theory for regression M-estimates in high-dimension, i.e. when...