These constrained dynamics stop low-populated determinants from propagating unstable sign-structure further into the Hilbert space but introduce a bias, called the initiator bias, that can be systematically improved by increasing the number of walkers. In the limit of a very large number of walkers, all non-zero walkers become initiators and the exactness of the original method is restored.