Certified Distributional Robustness on Smoothed Classifiers.

Weights Shuffling for Improving DPSGD in Transformer-based Models.

AceMap: Knowledge Discovery through Academic Graph.

Differentially-Private Deep Learning With Directional Noise.

Matrix Gaussian Mechanisms for Differentially-Private Learning.

Differential Privacy for Tensor-Valued Queries.

Improved Matrix Gaussian Mechanism for Differential Privacy.

A Distributional Robustness Certificate by Randomized Smoothing.