A lock-and-key with language model in the background.

New Method Efficiently Safeguards Sensitive AI Training Data

Adam Zewe | MIT News

The approach maintains an AI model’s accuracy while ensuring attackers can’t extract secret information.

Security Scheme Could Protect Sensitive Data during Cloud Computation

Adam Zewe | MIT News

MIT researchers crafted a new approach that could allow anyone to run operations on encrypted data without decrypting it first.

Illustration of code, represented by zeros, transforming into question marks after traveling through a white layer onto a computer chip

To Keep Hardware Safe, Cut Out the Code’s Clues

Alex Shipps | MIT CSAIL

New “Oreo” method from MIT CSAIL researchers removes footprints that reveal where code is stored before a hacker can see them.

Light securing a data pathway between a computer and a cloud-based computing platform

New Security Protocol Shields Data From Attackers During Cloud-based Computation

Adam Zewe | MIT News

The technique leverages quantum properties of light to guarantee security while preserving the accuracy of a deep-learning model.

A purple chip with a stylized machine learning background and lock icon.

This Tiny Chip Can Safeguard User Data while Enabling Efficient Computing on a Smartphone

Adam Zewe | MIT News

Researchers have developed a security solution for power-hungry AI models that offers protection against two common attacks.

abstract multi color graphic of large hand and overlaid phone and tablet screens

Learning on the Edge

Adam Zewe | MIT News Office

A new technique enables AI models to continually learn from new data on intelligent edge devices like smartphones and sensors, reducing energy costs and privacy risks.

abstract lock and power graphic

Stronger Security for Smart Devices

Adam Zewe | MIT News Office

MIT Researchers demonstrate two security methods that efficiently protect analog-to-digital converters from powerful attacks that aim to steal user data.

microchip

Toward a Stronger Defense of Personal Data

Adam Zewe | MIT News Office

MIT Engineers have built a lower-energy chip that can prevent hackers from extracting hidden information from a smart device.