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            This work proposes a class of differentially private mechanisms for linear queries, in par- ticular range queries, that leverages corre- lated input perturbation to simultaneously achieve unbiasedness, consistency, statisti- cal transparency, and control over utility re- quirements in terms of accuracy targets ex- pressed either in certain query margins or as implied by the hierarchical database struc- ture. The proposed Cascade Sampling al- gorithm instantiates the mechanism exactly and efficiently. Our theoretical and empir- ical analysis demonstrates that we achieve near-optimal utility, effectively compete with other methods, and retain all the favorable statistical properties discussed earlier.more » « lessFree, publicly-accessible full text available May 3, 2026
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            Parzyck, C T; Gupta, N K; Wu, Y; Anil, V; Bhatt, L; Bouliane, M; Gong, R; Gregory, B Z; Luo, A; Sutarto, R; et al (, Nature Materials)Abstract A hallmark of many unconventional superconductors is the presence of many-body interactions that give rise to broken-symmetry states intertwined with superconductivity. Recent resonant soft X-ray scattering experiments report commensurate 3a0charge density wave order in infinite-layer nickelates, which has important implications regarding the universal interplay between charge order and superconductivity in both cuprates and nickelates. Here we present X-ray scattering and spectroscopy measurements on a series of NdNiO2+xsamples, which reveal that the signatures of charge density wave order are absent in fully reduced, single-phase NdNiO2. The 3a0superlattice peak instead originates from a partially reduced impurity phase where excess apical oxygens form ordered rows with three-unit-cell periodicity. The absence of any observable charge density wave order in NdNiO2highlights a crucial difference between the phase diagrams of cuprate and nickelate superconductors.more » « less
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