With growing model complexity, mapping spiking neural network (SNN)-based applications to tile-based neuromorphic hardware is becoming increasingly challenging. This because the synaptic storage resources on a tile, viz., crossbar, can accommodate only fixed number of presynaptic connections per postsynaptic neuron. For complex SNN models that have many neuron, some may need be pruned after tra...