2025 "privacy-utility tradeoff" Papers

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An Iterative Algorithm for Differentially Private $k$-PCA with Adaptive Noise

Johanna Düngler, Amartya Sanyal

NeurIPS 2025posterarXiv:2508.10879

Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data

Shlomi Hod, Lucas Rosenblatt, Julia Stoyanovich

NeurIPS 2025posterarXiv:2504.14368
1
citations

Optimal Regret of Bandits under Differential Privacy

Achraf Azize, Yulian Wu, Junya Honda et al.

NeurIPS 2025poster

Temporal Heterogeneous Graph Generation with Privacy, Utility, and Efficiency

Xinyu He, Dongqi Fu, Hanghang Tong et al.

ICLR 2025oral
8
citations