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

Secure Featurization and Applications to Secure Phishing Detection

Akash Shah, Nishanth Chandran, Divya Gupta, Mesfin Dema, Arun Gururajan, Huan Yu

CCSW 2021: The ACM Cloud Computing Security Workshop | October 2021

Project

Video

USENIX ATC ’20 – Reverse Debugging of Kernel Failures in Deployed Systems

September 28, 2021 | Xinyang Ge

Reverse Debugging of Kernel Failures in Deployed Systems

15:46

Publication

Link prediction in dynamic networks using random dot product graphs

Francesco Sanna Passino, Anna S. Bertiger, Joshua Neil, Nicholas A. Heard

Data Mining and Knowledge Discovery | September 2021, Vol 5(2021)

Publication

TAG: Gradient Attack on Transformer-based Language Models

Jieren Deng, Yijue Wang, Ji Li, Chao Shang, Hang Liu, Sanguthevar Rajasekaran, Caiwen Ding

2021 Empirical Methods in Natural Language Processing | September 2021

Publication

The Impact of Algorithmic Risk Assessments on Human Predictions and its Analysis via Crowdsourcing Studies

Riccardo Fogliato, Alex Chouldechova, Zachary Lipton

ACM on Human-Computer Interaction | September 2021

Publication

Argus: A Fully Transparent Incentive System for Anti-Piracy Campaigns

Xian Zhang, Xiaobing Guo, Zixuan Zeng, Wenyan Liu, Zhongxin Guo, Yang Chen, Shuo Chen, Qiufeng Yin, Mao Yang

The 40th International Symposium on Reliable Distributed Systems (SRDS) | September 2021

Publication

Trust as a Programming Primitive – PhD Thesis

Adrien Ghosn

September 2021

PhD Thesis: EPFL | September 2021

Publication

Side-Channel Protections for Picnic Signatures

Diego F. Aranha, Sebastian Berndt, Thomas Eisenbarth, Okan Seker, Akira Takahashi, Luca Wilke, Greg Zaverucha

CHES 2021 | September 2021

Project

Publication

MPC-Friendly Symmetric Cryptography from Alternating Moduli: Candidates, Protocols, and Applications

Itai Dinur, Steven Goldfeder, Tzipora Halevi, Yuval Ishai, Mahimna Kelkar, Vivek Sharma, Greg Zaverucha

CRYPTO 2021 | August 2021

Project

Publication

Multi-institution encrypted medical imaging AI validation without data sharing

Arjun Soin, Pratik Bhatu, Rohit Takhar, Nishanth Chandran, Divya Gupta, Javier Alvarez-Valle, Rahul Sharma, Vidur Mahajan, Matthew P Lungren

August 2021

Project

Security, privacy, and cryptography

Highlights