Optimal Lower Bound on the Sample Complexity of Coherent Classical Shadows for Mixed States

We study coherent classical shadows protocols for an unknown d-dimensional quantum state of rank at most r, allowing an arbitrary joint measurement on all available copies. For observables with operator norm at most one and centered squared Frobenius norm at most F, we study the minumum number of copies T needed for the protocol to successed with propbability 1 - δ. We prove a lower bound on T, that depends both on δ and the number M of post-measurement observables. Denoting = (2M), (1/δ), we show that T=Ω (sqrt rF over epsilon,(F) 2/3 over epsilon 4/3 + over epsilon squared) under the mild assumption (2M) d r,F. The lower bound nearly matches the known upper bound and matches the conjectural strengthening of the known upper bound. The proof is inspired by the framework of the proof of the lower bound for Boolean Hidden Matching. We develop a Gaussian-lift noise kernel that transfers forward and reverse Gaussian hypercontractivity to the Grassmannian, allowing us to bound the distinguishing advantage in an auxiliary game with a revealed query observable. We use Schur--Weyl structure and posterior moment bounds to control arbitrary coherent measurements on the source side.