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 Magazine: Hackers easily fool artificial intelligences