Algorithms to successfully perform any practical tasks with spiking nets do not exist yet. We have very little clue how a brain uses spikes. As a general rule, you don't want to build hardware to accelerate something that does not work in software.
Source: I worked in a lab where we have built memristor based chips to run spiking nets for image classification and other tasks (my role was developing training algorithms).