Quantum algorithms need to be compiled respect the constraints imposed by quantum processors, which is known as mapping problem. The procedure will result in an increase of number gates and circuit latency, decreasing algorithm’s success rate. It crucial minimize overhead, especially for noisy intermediate-scale (NISQ) processors that have relatively short qubit coherence times high gate error ...

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...

We present our position on resource monitoring as three working hypotheses. First, a resource-aware placement of components of a distributed application can provide significant performance gains over a resource-oblivious placement. Second, effective mobility decisions can be based on coarse-grained monitoring. Finally, a simple and cheap distributed resource monitoring scheme can provide suffic...