illustration of lock, four asterisks and a shield with a fingerprint on it on a green gradient background

Security, privacy, and cryptography

Leveraging Large Language Models for Automated Proof Synthesis in Rust

photos of PhD students Anunay Kulshrestha and Karan Newatia with a photo of Senior Cryptographer Josh Benaloh in the middle with a microphone icon on a blue and purple gradient background

Intern Insights: Dr. Josh Benaloh with Anunay Kulshrestha and Karan Newatia

Bayes Security (β*, higher better) of DP-SGD against membership and attribute inference on the Adult and Purchase datasets as a function of the number of training steps. The green dashed line shows the corresponding DP budget (ε). Membership and attribute inference curves decrease monotonically as the model is trained for longer and the accuracy and DP budget grow.

Closed-Form Bounds for DP-SGD against Record-level Inference

ProvCam: A Camera Module with Self-Contained TCB for Producing Verifiable Videos

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Published Date

Publication

A System for Automated Open-Source Threat Intelligence Gathering and Management

Peng Gao, Xiaoyuan Liu, Edward Choi, Bhavna Soman, Chinmaya Mishra, Kate Farris, Dawn Song

2021 International Conference on Management of Data | June 2021

Publication

Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding

Xin Sun, Tao Ge, Furu Wei, Houfeng Wang

ACL-IJCNLP 2021 | June 2021

Publication

Detection of Malicious DNS and Web Servers Using Graph-Based Approaches

Jinyuan Jia, Zheng Dong, Jie Li, Jack W. Stokes

IEEE International Conference on Acoustics, Speech and Signal Processing | June 2021

Project

Publication

Targeted Adversarial Training for Natural Language Understanding

Lis Pereira, Xiaodong Liu, Hao Cheng, Hoifung Poon, Jianfeng Gao, Ichiro Kobayashi

NAACL | June 2021

Github

Tool

Cryptanalysis for SIKE on Hardware

The library implements the parallel collision search algorithm by van Oorschot and Wiener (vOW) on hardware, with the goal of concretely assessing the classical security of the Supersingular Isogeny Key Encapsulation (SIKE) protocol. SIKE is…

GitHub

Project

Supply Chain Security

This project is focused on building tools and techniques to secure the software supply chain.

Publication

Privacy Regularization: Joint Privacy-Utility Optimization in Language Models

Fatemehsadat Mireshghallah, Huseyin Inan, Marcello Hasegawa, Victor Rühle, Taylor Berg-Kirkpatrick, Robert Sim

2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2021) | June 2021

Publication

Falcon: Honest-Majority Maliciously Secure Framework for Private Deep Learning

Sameer Wagh, Shruti Tople, Fabrice Benhamouda, Eyal Kushilevitz, Prateek Mittal, Tal Rabin

Privacy Enhancing Technologies Symposium (PETS) | June 2021

Publication

Numerical Composition of Differential Privacy

Sivakanth Gopi, Yin Tat Lee, Lukas Wutschitz

NeurIPS 2021 | June 2021

Spotlight at NeurIPS 2021.

Github Project

Publication

Panopticon: A Complete In-DRAM Rowhammer Mitigation

Tanj Bennett, Stefan Saroiu, Alec Wolman, Lucian Cojocar

1st Workshop on DRAM Security (DRAMSec) | June 2021

Project

Security, privacy, and cryptography

Highlights