A QUBO framework for team formation has been introduced. The objective is to find a set of experts that maximizes skill coverage while minimizing costs.Three TeamFormation variants with different cost functions are formulated using quadratic unconstrained binary optimization (QUBO).QUBO-based solutions leveraging graph neural networks enable transfer learning.