Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss

Zhenlong Liu; Lei Feng; HUIPING ZHUANG; Xiaofeng Cao; Hongxin Wei

2024 ICML ICML 2024

Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Zhenlong Liu, Lei Feng, HUIPING ZHUANG, Xiaofeng Cao, Hongxin Wei

Topics

Machine Learning > Optimization & Theory > Optimization Machine Learning > Application Areas > Domain Adaptation Deep Learning > Architectures > Neural Networks

Keywords

gradient descent privacy-utility trade-off membership inference local minima loss variance convex-concave loss

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