On the other hand all solutions of the MOP can be obtained by maximizing nonnegative linear combinations of the objectives (Ehrgott, 2005).
a nonnegative combination of the objectives {log p(y(1)|x(1), λ), ..., log p(y(m)|x(m), λ} is precisely the weighted maximum entropy objective function.