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

Current selections

Sort by: Most recent

Clear selections

Search within these results

Content Types

People

Cédric Fournet (91)

Melissa Chase (74)

Nishanth Chandran (67)

Kim Laine (59)

Michael Naehrig (55)

Santiago Zanella-Béguelin (52)

Jack W. Stokes (49)

Divya Gupta (47)

Srinath Setty (41)

Shruti Tople (41)

Josh Benaloh (40)

Cormac Herley (39)

Manuel Costa (37)

Aseem Rastogi (37)

Greg Zaverucha (35)

Nikhil Swamy (35)

Marcus Peinado (34)

Patrick Longa (34)

Shuo Chen (34)

Sangho Lee (33)

Weidong Cui (32)

Antoine Delignat-Lavaud (31)

Boris Köpf (29)

Ramarathnam Venkatesan (26)

Zinan Lin (26)

Christian Paquin (25)

Karen Easterbrook (25)

Stefan Saroiu (23)

Alec Wolman (22)

Robert Sim (22)

Betül Durak (21)

Tahina Ramananandro (20)

Lukas Wutschitz (20)

Dinei Florencio (19)

Jay Lorch (18)

Tolga Acar (17)

Sergey Yekhanin (17)

Stavros Volos (17)

Chris Hawblitzel (16)

Janardhan (Jana) Kulkarni (16)

Andrew Paverd (16)

Butler Lampson (15)

Kevin Kane (15)

Satya Lokam (15)

Sylvan Clebsch (15)

Esha Ghosh (15)

Huseyin Inan (15)

Bin Benjamin Zhu (14)

Dan Shumow (14)

Ben Zorn (14)

Sriram Rajamani (13)

Weiteng Chen (13)

John (JD) Douceur (12)

Matthew J. Parkinson (12)

Margus Veanes (11)

Ahmed Salem (11)

Kate Crawford (10)

Marina Polishchuk (10)

Radames Cruz Moreno (10)

Mike Walker (10)

Oleksii Oleksenko (10)

Jay Bosamiya (10)

Dennis Mattoon (9)

Eric Horvitz (9)

Juan M. Lavista Ferres (9)

Ziqiao Zhou (9)

E. Glen Weyl (8)

Lidong Zhou (8)

Raghav Kaushik (8)

Landon Cox (8)

Brian Caswell (8)

Heidi Howard (8)

Emre Kiciman (7)

Manik Varma (7)

Venkat Padmanabhan (7)

Suman Nath (7)

Hamed Khanpour (7)

Weiwei Yang (7)

Arturs Backurs (7)

Daniel Jones (7)

Giovanni Cherubin (7)

Amit Sharma (6)

Chetan Bansal (6)

Galen Hunt (6)

Nicole Immorlica (6)

Jaime Teevan (6)

Amaury Chamayou (6)

Daniel Madrigal (6)

Mirian Hipolito Garcia (6)

Rahul Dodhia (6)

Adrien Ghosn (6)

Aditya Nori (5)

Darren Edge (5)

Jonathan Larson (5)

Matthew Johnson (5)

Tarleton Gillespie (5)

William Blum (5)

Xiaodong Liu (5)

Xian Zhang (5)

Sepideh Mahabadi (5)

Sarah Smith (5)

Jennifer Chayes (4)

John Langford (4)

Jianfeng Gao (4)

Madan Musuvathi (4)

Ramachandran Ramjee (4)

Ryen W. White (4)

Shuvendu Lahiri (4)

Hanna Wallach (4)

Harsha Simhadri (4)

Eddy Ashton (4)

James Bono (4)

Victor Ruehle (4)

Saravan Rajmohan (4)

Harsha Nori (4)

Scott Freitas (4)

Gbola Afonja (4)

Akash Lal (3)

Chris White (3)

Ganesh Ananthanarayanan (3)

Jaron Lanier (3)

Kim Herzig (3)

Henrique S. Malvar (3)

Thomas Moscibroda (3)

Nikolaj Bjørner (3)

Qingwei Lin 林庆维 (3)

Himanshu Raj (3)

Sharad Agarwal (3)

Siddhartha Sen (3)

Kate Lytvynets (3)

Stephanie Hyland (3)

Ran Gilad-Bachrach (3)

Brent Hecht (3)

Karthik Selvaraj (RESEARCH) (3)

Dongsheng Li (3)

Zhongxin Guo (3)

Yuqing Yang (3)

Jayashree Mohan (3)

Menglin Xia (3)

Ashish Panwar (3)

Andrew Jenks (3)

Sara Abdali (3)

Roshan Dathathri (3)

Jessica Young (3)

Bob Fleck (3)

Cory Duplantis (3)

Aashish Kolluri (3)

Tianyu Chen (3)

Andrew Putnam (2)

Victor Bahl (2)

Nancy Baym (2)

Brendan Lucier (2)

Cheick Keita (2)

Chris Quirk (2)

Scott Counts (2)

Ed Cutrell (2)

Dongmei Zhang (2)

Ece Kamar (2)

Hannes Gamper (2)

Jonathan "Peli" de Halleux (2)

Jake Hofman (2)

Katja Hofmann (2)

Kaushik Rajan (2)

Michel Galley (2)

Mary L. Gray (2)

Markus Mobius (2)

Neeraj Kayal (2)

Nicolas Villar (2)

Peter Lee (2)

Piali Choudhury (2)

Ranveer Chandra (2)

Rick Rashid (2)

Ran Gal (2)

Sean Rintel (2)

Shamsi Iqbal (2)

Surajit Chaudhuri (2)

Sam Webster (2)

Swami Manohar (2)

Nathan Evans (2)

Mihaela Vorvoreanu (2)

Qi Chen (2)

Sunayana Sitaram (2)

Francesca Parmigiani (2)

Longqi Yang (2)

Jakub Tarnawski (2)

Pu Zhao (2)

P. Anandan (2)

Xenofon Foukas (2)

Aaron L Halfaker (2)

Meghana Kshirsagar (2)

Yixi Xu (2)

Hao Cheng (2)

Ashley J. Llorens (2)

Xiaoyuan Yi (2)

Jue Zhang (2)

Xuchao Zhang (2)

Sarah Fakhoury (2)

Saikat Chakraborty (2)

Gabriel Ebner (2)

Guido Martínez (2)

Xiaoting Qin (2)

Victor Reis (2)

Luca Wilke (2)

Son Ho (2)

Rodrigo Racanicci (2)

Katy Smith (2)

Shelby Hayes (2)

Bhakta Pradhan (2)

Dustin Fraze (2)

A.J. Brush (1)

Akshay Krishnamurthy (1)

Amit Deshpande (1)

Anoop Gupta (1)

Arjmand Samuel (1)

Abigail Sellen (1)

Christian Borgs (1)

Bozidar Radunovic (1)

Christian Bird (1)

Cecily Morrison (1)

Cha Zhang (1)

Chin-Yew Lin (1)

Daan Leijen (1)

David Johnston (1)

David Rothschild (1)

Doug Burger (1)

Daniel G. Goldstein (1)

Dave Maltz (1)

Dushyanth Narayanan (1)

Eric Peterson (1)

Furu Wei (1)

Manish Gupta (1)

Jim Gray (1)

David Heckerman (1)

Hitesh Ballani (1)

Hoifung Poon (1)

Ivan Tashev (1)

Jacki O'Neill (1)

Jennifer Wortman Vaughan (1)

Jinyu Li (1)

Johannes Gehrke (1)

Nebojsa Jojic (1)

Kalika Bali (1)

Kori Inkpen (1)

Karin Strauss (1)

Kukjin Lee (1)

Lev Nachmanson (1)

Lili Cheng (1)

Mark Encarnación (1)

Matthai Philipose (1)

Martin Grayson (1)

Michael Freedman (1)

Mike Shepperd (1)

Navin Goyal (1)

Nikos Karampatziakis (1)

Nirupama Chandrasekaran (1)

Paolo Costa (1)

Peter Bodík (1)

Qiufeng Yin (1)

Richard Banks (1)

Ricardo Gutierrez (1)

Sameh Elnikety (1)

Sebastian Burckhardt (1)

Spencer Fowers (1)

Shi Han (1)

Siân Lindley (1)

Silviu Cucerzan (1)

Sarah Bird (1)

Aleksandrs Slivkins (1)

Stas Tishkin (1)

Sumit Gulwani (1)

Siddharth Suri (1)

Thomas Karagiannis (1)

Wei Chen (1)

Weizhu Chen (1)

Xing Xie (1)

Yongqiang Xiong (1)

Bichlien Nguyen (1)

Ramakrishna Bairi (1)

Solon Barocas (1)

Anand Bonde (1)

Lester Mackey (1)

Pantazis Deligiannis (1)

Jacob Nelson (1)

Dave Thaler (1)

Arun Iyer (1)

Camilla Longden (1)

Fangzhao Wu (1)

Budhaditya Deb (1)

Rahee Ghosh Peshawaria (1)

Irene Zhang (1)

Sujay Kumar Jauhar (1)

Advait Sarkar (1)

Behnaz Arzani (1)

Raluca Stevenson (1)

Dan R. K. Ports (1)

Dimitra Emmanouilidou (1)

Nipun Kwatra (1)

Sonia Jaffe (1)

Sebastian Braun (1)

Sonu Mehta (1)

Andromachi Chatzieleftheriou (1)

Bo Qiao (1)

Vaishnavi Ranganathan (1)

Akshay Nambi (1)

Pratik Ghosh (1)

Dave Bignell (1)

Sudha Rao (1)

Javier Hernandez (1)

Jianxun Lian (1)

Robert Gmyr (1)

Oscar Koller (1)

Carmen Badea (1)

Denae Ford (1)

Xiaofei Wang (1)

Adam D. Troy (1)

Kieran McDonald (1)

Vu Le (1)

Tadas Baltrusaitis (1)

Yu Kang (1)

Joe Ranweiler (1)

Kevin Hsieh (1)

Mengting Wan (1)

Manthan Thakker (1)

Donald Ngwe (1)

Hang Dong (1)

Madeleine Daepp (1)

Jenna Butler (1)

Josh Mandel (1)

Camille Couturier (1)

Neha Parikh Shah (1)

Dongdong Chen (1)

Suvam Mukherjee (1)

Jugal Parikh (1)

Forough Poursabzi (1)

Kevin Larson (1)

Xiyang Dai (1)

Pedro Henrique Penna (1)

Rafael da Silva (1)

Xuan Feng (1)

Qianhui Wu (1)

Roberto Santos (1)

Jennifer Neville (1)

Robert Osazuwa Ness (1)

Debopam Bhattacherjee (1)

Sheng Zhao (1)

Mayukh Das (1)

Tommy Guy (1)

A. Parayil (1)

Minghua Ma (1)

Srinivasan Iyengar (1)

Arnaud Flutre (1)

A J (HE/HIM) (1)

Michal Sroka (1)

Alejandro Gutierrez Munoz (1)

Allie Giddings (1)

Thomas Roca, PhD (1)

Fangkai Yang (1)

Gust Verbruggen (1)

Srikant Bharadwaj (1)

Kate Nowak (1)

Allen Kim (1)

Lucas A. Meyer (1)

Burcu Canakci (1)

Shoko Ueda (1)

Chris Parnin (1)

Si Qin (1)

Dominic Ayre (1)

Mukul Singh (1)

Mahati Chamarthy (1)

Jay Li (1)

Takuro Sato (1)

Bruno Silva (1)

Riyaz Pishori (1)

Dan Vann (1)

Abhinav Jangda (1)

Ankur Mallick (1)

Reshmi Ghosh (1)

Sergio Valcarcel Macua (1)

Whitney Hudson (1)

Rujia Wang (1)

Yuancheng Tu (1)

Aashaka Shah (1)

Renee St. Amant (1)

Brian Houck (1)

Liqun Li (1)

Angelica Moreira (1)

Lev Tankelevitch (1)

Shan Lu (1)

Prathamesh Deshpande (1)

Gagan Somashekar (1)

Pei Zhou (1)

Shraddha Barke (1)

Sihao Chen (1)

Benjamin Steenhoek (1)

Dimitra Giantsidi (1)

Jing Liu (1)

Sathvik Prasad (1)

Samuel Lee (1)

Samreen Khadeer (1)

Hayley LeBlanc (1)

Jay Gala (1)

Bruce Wittmann (1)

Vineeth N Balasubramanian (1)

Ioanna Tzialla (1)

Sai Deng (1)

Published Date

Publication

UnGANable: Defending Against GAN-based Face Manipulation

Zheng Li, Ning Yu, Ahmed Salem, Michael Backes, Mario Fritz, Yang Zhang

USENIX Security Symposium | July 2023

Publication

End-to-end Privacy Preserving Training and Inference for Air Pollution Forecasting with Data from Rival Fleets

Gauri Gupta, Krithika Ramesh, Anwesh Bhattacharya, Divya Gupta, Rahul Sharma, Nishanth Chandran, Rijurekha Sen

Privacy Enhancing technologies Symposium (PETS) 2023 | July 2023

Project

Publication

Nimble: Rollback Protection for Confidential Cloud Services

Sebastian Angel, Aditya Basu, Weidong Cui, Trent Jaeger, Stella Lau, Srinath Setty (srinath), Sudheesh Singanamalla

17th USENIX Symposium on Operating Systems Design and Implementation | July 2023

Publication

“My face, my rules”: Enabling Personalized Protection Against Unacceptable Face Editing

Zhujun Xiao, Jenna Cryan, Yuanshun Yao, Yi Hong Gordon Cheo, Yuanchao Shu, Stefan Saroiu, Ben Y. Zhao, Haitao Zheng

Privacy Enhancing Technologies Symposium (PETS) | June 2023

Publication

Creating Trust by Abolishing Hierarchies

Charly Castes, Adrien Ghosn, Neelu S. Kalani, Yuchen Qian, Marios Kogias, Mathias Payer, Edouard Bugnion

June 2023

Publication

Using Website Referrals to Identify Misinformation Rabbit Holes

Kevin T Greene, Mayana Pereira, Nilima Pisharody, Rahul Dodhia, Juan M. Lavista Ferres, Jacob N Shapiro

June 2023

Microsoft Research Blog

Research Focus: Week of June 5, 2023

June 7, 2023

In this issue: Peter Lee discusses AI in medicine. Plus, new research on data inference privacy in machine learning; PII leakage in language models; and automatic prompt organization with gradient descent and beam search.

Microsoft Research Focus 17 | Week of June 5, 2023

Publication

BeeGees: Stayin’ Alive in Chained BFT

Neil Giridharan, Florian Suri-Payer, Matthew Ding, Heidi Howard, Ittai Abraham, Natacha Crooks

Symposium on Principles of Distributed Computing (PODC) | June 2023

Publication

DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models

Boxin Wang, Weixin Chen, Hengzhi Pei, Chulin Xie, Mintong Kang, Chenhui Zhang, Chejian Xu, Zidi Xiong, Ritik Dutta, Rylan Schaeffer, Sang T. Truong, Simran Arora, Mantas Mazeika, Dan Hendrycks, Zinan Lin, Yu Cheng, Sanmi Koyejo, Dawn Song, Bo Li

NeurIPS 2023 | June 2023

Outstanding Paper Award

Project

Tool

Analyzing PII Leakage

This repository contains the official code for our IEEE S&P 2023 paper using GPT-2 language models and Flair Named Entity Recognition (NER) models. It allows fine-tuning (i) undefended, (ii) differentially-private and (iii) scrubbed language models…

GitHub

Security, privacy, and cryptography

Highlights