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

Long-Term Study of Honeypots in a Public Cloud

Rakshit Agrawal, Jack W. Stokes, Lukas Rist, Ryan Littlefield, Xun Fan, Ken Hollis, Zane Coppedge, Noah Chesterman, Christian Seifert

2022 52nd Annual IEEE/IFIP International Conference on Dependable Systems and Networks | June 2022

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Publication

Differential Perspectives: Epistemic Disconnects Surrounding the US Census Bureau’s Use of Differential Privacy

danah boyd, Jayshree Sarathy

HDSR: MIT Press | June 2022

Project

Confidential Containers

More and more of the world’s cloud computation is containerized, but these containers are not safe. From web servers to machine learning models, containerization empowers users to build functionality that can be effortlessly moved into…

Publication

MOESI-prime: preventing coherence-induced hammering in commodity workloads

Kevin Loughlin, Stefan Saroiu, Alec Wolman, Yatin A. Manerkar, Baris Kasikci

49th International Symposium on Computer Architecture (ISCA) | June 2022

Project

Publication

Privacy Leakage in Text Classification: A Data Extraction Approach

Adel Elmahdy, Huseyin Inan, Robert Sim

June 2022

Publication

Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart

Tianyu Pang, Huishuai Zhang, Di He, Yinpeng Dong, Hang Su, Wei Chen, Jun Zhu, Tie-Yan Liu, Tie-Yan Liu

CVPR 2022 | June 2022

Publication

How to Conﬁgure Row-Sampling-Based Rowhammer Defenses

Stefan Saroiu, Alec Wolman

2nd Workshop on DRAM Security (DRAMSec) | June 2022

Project

Publication

LLAMA: A Low Latency Math Library for Secure Inference

Kanav Gupta, Deepak Kumaraswamy, Nishanth Chandran, Divya Gupta

PETS 2022 | June 2022

Project

Publication

Hardening Attack Surfaces with Formally Proven Binary Format Parsers

Nikhil Swamy, Tahina Ramananandro, Aseem Rastogi, Irina Spiridonova, Haobin Ni, Dmitry Malloy, Juan Vazquez, Michael Tang, Omar Cardona, Arti Gupta

2022 Programming Language Design and Implementation | June 2022

Project

Publication

Rate One-Third Non-malleable Codes

Divesh Aggarwal, Sruthi Sekar, Bhavana Kanukurthi, Maciej Obremski, Sai Lakshmi Bhavana Obbattu

STOC 2022 | June 2022

Security, privacy, and cryptography

Highlights