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

Tool

Yatesbury: A Benchmark for East-West Network Security

This dataset serves as a benchmark for evaluting the performance and efficiency of anomaly detectors in east-west data center network traffic.

GitHub Publication

Publication

Differentially Private Synthetic Data via Foundation Model APIs 1: Images

Zinan Lin, Sivakanth Gopi, Janardhan (Jana) Kulkarni, Harsha Nori, Sergey Yekhanin

ICLR 2024 | May 2024

Github Project

Publication

Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation

Xinyu Tang, Richard Shin, Huseyin Inan, Andre Manoel, Fatemehsadat Mireshghallah, Zinan Lin, Sivakanth Gopi, Janardhan (Jana) Kulkarni, Robert Sim

ICLR 2024 | May 2024

Github Project

Microsoft Research Blog

Research Focus: Week of April 29, 2024

May 2, 2024 | Sarah Fakhoury, Saikat Chakraborty, Shuvendu Lahiri, Anirudh Khatry, Sumit Gulwani, Vu Le, Chris Parnin, Mukul Singh, Gust Verbruggen, Daniela Massiceti, Camilla Longden, Agnieszka Slowik, Martin Grayson, Cecily Morrison, Giovanni Cherubin, Andrew Paverd, Boris Köpf, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin

In this edition: Can LLMs transform natural language into formal method postconditions; Semantically aligned question + code generation for automated insight generation; Explaining CLIP performance disparities on blind/low vision data; plus recent news.