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

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

Publication

Stop! Hammer time: rethinking our approach to rowhammer mitigations

Kevin Loughlin, Stefan Saroiu, Alec Wolman, Baris Kasikci

18th Workshop on Hot Topics in Operating Systems (HotOS) | May 2021

Project

Publication

Vaccine Credential Technology Principles

Divya Siddarth, Vi Hart, Bethan Cantrell, Kristina Yasuda, Josh Mandel, Karen Easterbrook

May 2021

Project

Publication

On Privacy and Confidentiality of Communications in Organizational Graphs

Masoumeh Shafieinejad, Huseyin A. Inan (huinan), Marcello Hasegawa, Robert Sim

May 2021

Publication

Causally Constrained Data Synthesis for Private Data Release

Varun Chandrasekaran, Darren Edge, Somesh Jha, Amit Sharma, Cheng Zhang, Shruti Tople

Distributed and Private Machine Learning (DPML) Workshop at ICLR’21 | May 2021

Video

Fuzzing to improve the security and reliability of cloud services with RESTler

May 26, 2021 | Marina Polishchuk

In the past few years, cloud services have experienced tremendous growth. Most of these services are programmatically accessed through REST APIs. As the pace of development increases, both the APIs and service implementations are evolving…

01:10:10

Security, privacy, and cryptography

Highlights