Yuan Hong

A Multi-view Approach to Preserve Privacy and Utility in Network Trace Anonymization

2021 · ACM Transactions on Privacy and Security

As network security monitoring grows more sophisticated, there is an increasing need for outsourcing such tasks to third-party analysts. However, organizations are usually reluctant to share their network traces due to privacy concerns over sensitive …

Certifying Adapters: Enabling and Enhancing the Certification of Classifier Adversarial Robustness

2024 · arXiv (Cornell University)

Randomized smoothing has become a leading method for achieving certified robustness in deep classifiers against l_{p}-norm adversarial perturbations. Current approaches for achieving certified robustness, such as data augmentation with Gaussian noise and adversarial training, require …