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 (30)

Christian Paquin (26)

Ramarathnam Venkatesan (26)

Zinan Lin (26)

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)

Juan M. Lavista Ferres (10)

Oleksii Oleksenko (10)

Jay Bosamiya (10)

Dennis Mattoon (9)

Eric Horvitz (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)

Luca Wilke (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)

Son Ho (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)

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

Closed-Form Bounds for DP-SGD against Record-level Inference

Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin

USENIX Security Symposium | August 2024

Project

Publication

Securely Training Decision Trees Efficiently

Divyanshu Bhardwaj, Sandhya Saravanan, Nishanth Chandran, Divya Gupta

31st Annual Conference on Computer and Communications Security (ACM CCS 2024) | August 2024

Project

Publication

Stealing Part of a Production Language Model

Nicholas Carlini, Daniel Paleka, Krishnamurthy Dj Dvijotham, Thomas Steinke, Jonathan Hayase, A. Feder Cooper, Katherine Lee, Matthew Jagielski, Milad Nasr, Arthur Conmy, Itay Yona, Eric Wallace, David Rolnick, Florian Tramèr

ICML 2024 | July 2024

Best Paper

Publication

Intersecting-Boundary-Sensitive Fingerprinting for Tampering Detection of DNN Models

Bin Benjamin Zhu

2024 International Conference on Machine Learning | July 2024

Publication

TrustRate: A Decentralized Platform for Hijack-Resistant Anonymous Reviews

Rohit Dwivedula, Sriram Sridhar, Sambhav Satija, Muthian Sivathanu, Nishanth Chandran , Divya Gupta, Satya Lokam

July 2024

https://arxiv.org/abs/2402.18386

Publication

SLIP: Securing LLMs IP Using Weights Decomposition

Yehonathan Refael, Adam Hakim, Lev Greenberg, Tal Aviv, Satya Lokam, Ben Fishman, Shachar Seidman

ArXiv | July 2024, Vol abs/2407.10886

Publication

VeriSMo: A Verified Security Module for Confidential VMs

Ziqiao Zhou, Anjali, Weiteng Chen, Sishuai Gong, Chris Hawblitzel, Weidong Cui

OSDI 2024 | July 2024

Jay Lepreau Best Paper Award

Awarded Best Paper!

Github Project

Group

M365 Research

Pioneering advancements in AI and Systems

Publication

Statistic Maximal Leakage

Shuaiqi Wang, Zinan Lin, Giulia Fanti

IEEE International Symposium on Information Theory 2024 | July 2024

Project

Publication

Can LLMs be Fooled? Investigating Vulnerabilities in LLMs

Sara Abdali, Jia He, CJ Barberan, Richard Anarfi

July 2024

Security, privacy, and cryptography

Highlights