Revisiting Differentially Private ReLU Regression

Neural Information Processing Systems 

We propose two innovative algorithms, DP-GLMtron and DP-T AGLMtron, that outperform the conventional DPSGD. DP-GLMtron is based on a generalized linear model perceptron approach, integrating adaptive clipping and Gaussian mechanism for enhanced privacy.

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