ICML 2024 "privacy-utility tradeoff" Papers

5 papers found

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A New Linear Scaling Rule for Private Adaptive Hyperparameter Optimization

Ashwinee Panda, Xinyu Tang, Saeed Mahloujifar et al.

ICML 2024poster

Locally Differentially Private Decentralized Stochastic Bilevel Optimization with Guaranteed Convergence Accuracy

Ziqin Chen, Yongqiang Wang

ICML 2024poster

Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning

Saber Malekmohammadi, Yaoliang Yu, YANG CAO

ICML 2024poster

Proactive DP: A Multiple Target Optimization Framework for DP-SGD

Marten van Dijk, Nhuong Nguyen, Toan N. Nguyen et al.

ICML 2024poster

Split-and-Denoise: Protect large language model inference with local differential privacy

Peihua Mai, Ran Yan, Zhe Huang et al.

ICML 2024poster