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

RedCode: Risky Code Execution and Generation Benchmark for Code Agents

Chengquan Guo, Xun Liu, Chulin Xie, Andy Zhou, Yi Zeng, Zinan Lin, Dawn Song, Bo Li

NeurIPS 2024 | October 2024

Microsoft Research Blog

Research Focus: Week of September 9, 2024

September 12, 2024 | Sara Abdali, Sefik Emre Eskimez, Xiaofei Wang, Manthan Thakker, Jinyu Li, Sheng Zhao, Naoyuki Kanda, Carmen Badea, Christian Bird, Tom Zimmermann, Rob DeLine, Nicole Forsgren, Denae Ford Robinson, Xenofon Foukas

Investigating vulnerabilities in LLMs; A novel total-duration-aware (TDA) duration model for text-to-speech (TTS); Generative expert metric system through iterative prompt priming; Integrity protection in 5G fronthaul networks:

Publication

AI detection of malicious push notifications in augmented reality in the workplace

Sarah Katz

Cyber Security: A Peer-Reviewed Journal | September 2024, Vol 8(1): pp. 38-47

Publication

Adaptive Security, Erasures, and Network Assumptions in Communication-Local MPC

Nishanth Chandran, Juan Garay, Ankit Kumar Misra, Rafail Ostrovsky, Vassilis Zikas

2024 Theory of Cryptography Conference | September 2024

Publication

Confidential Computing Proofs

Mark Russinovich, Cédric Fournet, Greg Zaverucha, Josh Benaloh, Brandon Murdoch, Manuel Costa

ACM Queue | August 2024, Vol 22: pp. 73-100

Publication

HyperNova: Recursive arguments for customizable constraint systems

Abhiram Kothapalli, Srinath Setty

August 2024

Microsoft Research Blog

Research Focus: Week of August 26, 2024

August 28, 2024 | Zinan Lin, Qingfeng Sun, Can Xu, Pu Zhao, Qingwei Lin 林庆维, Weizhu Chen, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu, Srinath Setty

Learn what’s next for AI at Research Forum on Sept. 3;  WizardArena simulates human-annotated chatbot games; MInference speeds pre-filling for long-context LLMs via dynamic sparse attention; Reef: Fast succinct non-interactive zero-knowledge regex proofs.