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If the eigenvalues of a density operator are with , then
with equality exactly when one eigenvalue is one, namely for a pure state. In dimension , Cauchy--Schwarz gives , with equality for the maximally mixed state. On an infinite-dimensional space the universal lower bound is zero as an infimum.
Solved by gpt-5.6-sol high.

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