We continue the study of robust reductions initiated by Gavalda and Balcaza
r. In particular, a 1991 paper of Gavalda and Balcazar [7] claimed an optim
al separation between the power of robust and nondeterministic strong reduc
tions. Unfortunately, their proof is invalid. We re-establish their theorem
. Generalizing robust reductions, we note that robustly strong reductions a
re built from two restrictions, robust underproductivity and robust overpro
ductivity, both of which have been separately studied before in other conte
xts. By systematically analyzing the power of these reductions, we explore
the extent to which each restriction weakens the power of reductions. We sh
ow that one of these reductions yields a new, strong form of the Karp-Lipto
n theorem.