Press
Black-box Adversarial Attacks with Limited Queries and Information
- WIRED: Researchers Fooled a Google AI into Thinking a Rifle was a Helicopter
- MIT Technology Review: Computer Vision Algorithms Are Still Way Too Easy to Trick
- IEEE Spectrum: Hacked Dog Pics Can Play Tricks on Computer Vision AI
- New Scientist: Fooling AI can now be done a thousand times faster
- PCMag: MIT Students Fool Google Image-Recognition Tech
- Fast Co Design: How MIT Students Fooled A Google Algorithm
- Boing Boing: Researchers trick Google's AI into thinking rifles are helicopters, without any knowledge of the algorithm's design
- CSAIL News: Fooling Google's image-recognition AI 1000x faster
Synthesizing Robust Adversarial Examples
- BBC News: AI image recognition fooled by single pixel change
- The Guardian: Shotgun shell: Google's AI thinks this turtle is a rifle
- International Business Times: Google's AI Tricked By Students Into Thinking 3D-Printed Turtle Is A Rifle
- Tech Times: Artificial Intelligence Thinks This Turtle Is A Gun, Highlighting A Major Problem With Object Recognition Technology
- The Register: How we fooled Google's AI into thinking a 3D-printed turtle was a gun: MIT bods talk to El Reg
- New Scientist: Visual trick fools AI into thinking a turtle is really a rifle
- Fortune: Why Google's Artificial Intelligence Confused a Turtle for a Rifle
- The Verge: Google's AI thinks this turtle looks like a gun, which is a problem
- Quartz: There's a glaring mistake in the way AI looks at the world
- Alphr: The AI that mistook a turtle for a gun
- Engadget: MIT students trick an AI into classifying this turtle as a gun
- Motherboard: Researcher: 'We Should Be Worried' This Computer Thought a Turtle Was a Gun
- Mashable: MIT fooled Google's AI into believing a cat was guacamole
- The Independent: 'Vulnerable' AI tricked into thinking a turtle is a rifle and a cat is guacamole
- Digital Trends: That turtle is a gun! MIT scientists highlight major flaw in image recognition
- BGR: Researchers develop method to completely fool AI image recognition, turn turtles into rifles
- Tom's Hardware: Adversarial Turtle? AI Image Recognition Flaw Is Troubling
- Popular Mechanics: According to Image Recognition, This Turtle Is a Rifle
- Fast Co Design: How To Fool A Neural Network
- Hackaday: Google's Inception Sees This Turtle as a Gun; Image Recognition Camouflage
- Gizmodo: MIT Researchers Trick AI Into Thinking 3D-Printed Turtle Is a Rifle
- Boing Boing: Google's AI thinks this turtle is a rifle
- CSAIL News: Fooling neural networks w/3D-printed objects
- Science: Hackers easily fool artificial intelligences