This work potentially provides a solid foundation for future non-asymptotic analyses of ABQ. The connection between adaptive Bayesian quadrature (ABQ) algorithms and certain greedy algorithms in Hilbert spaces as well as the ABQ (asymptotic) error bounds could have significant impact.