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Project Research

Large Population Models

Many of society’s most critical risks—from pandemic outbreaks to supply chain disruptions to cyber vulnerabilities—arise from the decisions…
Project Research

Enhancing the Privacy of a Digital Pound

With the increase in electronic payments options, privacy considerations are becoming even more important and privacy concerns more prevale…
Project Research

Zero-knowledge (ZK) Tax

zkTax is a zero-knowledge tax disclosure system that allows individuals to make provable claims about select information in their tax retur…
Project Research

Scaling Privacy Preserving Payments in a Centralized Digital Currency

This project is working on understanding and implementing privacy preserving payments in CBDC. After surveying privacy techniques from cryp…
Project Research

Decentralized AI

As AI evolves beyond screen assistants and into dimensional applications, decentralization emerges as the critical factor for unlocking i…
Project Research

Data Provenance for AI

A massive audit of 1800+ AI text datasets, tracing their provenance and composition from origin to creation.The race to train language mode…
Project Research

Privacy-Preserving Audits for OpenCBDC

Funded by a National Science Foundation EAGER GrantOpenCBDC raised the bar for CBDC performance and viability. In this subsequent work, we …
Project Research

Blockchain: A new framework for robotic swarm systems

Swarms of robots will revolutionize many applications, from targeted material delivery to farming. However, the characteristics that make t…
Project Research

Drone package delivery and consumer privacy

Door-to-door drone package deliveries are taking off across the US.  In this work we expose and study a newly emerging privacy is…
Project Research

Private Location Data for the Public Good and Urban Understanding

There is a continuous and ubiquitous collection of precise, timestamped, geolocation data from apps and devices, being amassed by private f…
Project Research

iNonymize: Empathetic Anonymity in Tele-Mental Health Using AI Generated Avatars

This project was selected to represent MIT at the Microsoft Design Expo 2020 on ‘Healthier Futures.’ iNonymizeA tele-mental health pla…
Project Research

DAMS: Differentially Private Sketching Data Structures

We propose an improved private count-mean-sketch data structure and show its applicability to differentially private contact trac…
Project Research

[bike] swarm

As bikes navigate city streets after dark, they are often equipped with lights. The lights make the bikes visible to cars or other bikers, …
Project Research

Safe Paths

Papers from SafePaths: https://github.com/PrivateKit/PrivacyDocumentsSafe Paths is an MIT-led, free, open source technology that …
Project Research

Split Learning: Distributed and collaborative learning

Split Learning: Distributed deep learning without sharing raw data Project Page: https://splitlearning.github.io/Abstract: C…
Project Research

Splintering with distributions: A stochastic decoy scheme for private computation

We present a stochastic scheme for splitting the client data into privatized shares that are transmitted to the server in such settings. Th…
Project Research

Assessing Disease Exposure Risk With Location Histories And Protecting Privacy

Governments and researchers around the world are implementing digital contact tracing solutions to stem the spread of infectious disease, n…
Project Research

AI + Data Privacy Activities for K-9 Students

Policymakers, practitioners, and researchers are grappling with some herculean questions regarding kids' safety online. Homemade slime…
Project Research

OPAL 4 Health

Open Algorithms (OPAL)
Project Research

Secure Sharing of Wildlife Data

Leveraging the power of platforms, big data, and advanced analytics for species protection and the public good in a privacy-preserving, sca…