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Research progress in quantum computing has, thus far, focused on a narrow setof application domains. Expanding the suite of quantum application domains isvital for the discovery of new software toolchains and architecturalabstractions. In this work, we unlock a new class of applications ripe forquantum computing research -- computational cognitive modeling. Cognitivemodels are critical to understanding and replicating human intelligence. Ourwork connects computational cognitive models to quantum computer architecturesfor the first time. We release QUATRO, a collection of quantum computingapplications from cognitive models. The development and execution of QUATROshed light on gaps in the quantum computing stack that need to be closed toease programming and drive performance. Among several contributions, we proposeand study ideas pertaining to quantum cloud scheduling (using data from gate-and annealing-based quantum computers), parallelization, and more. In the longrun, we expect our research to lay the groundwork for more versatile quantumcomputer systems in the future.

The QUATRO Application Suite: Quantum Computing for Models of Human Cognition