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Quantum PCA on mixed states matches pure state performance rates, even with state misspecification, by leveraging a novel structured Pauli sampling for near-linear time complexity.
Bosonic Gaussian states can be identified with unprecedented accuracy using a novel warm-start strategy combined with non-Gaussian measurements, outperforming classical Gaussian estimation.
Subjective rewards in speech generation are not interchangeable, revealing critical nuances in how RL aligns with human listener preferences.