News and Analysis of Artificial Intelligence Technology Legal Issues

First They Wanted Data, Now Cyber Thieves Are After Deep Learning Models: Legal Response Options

Imagine you’ve spent months developing and deploying a revenue-generating deep neural network model only to discover that an attacker has stolen the model’s knowledge and will soon offer a service that will steer potential users away from yours.  Flashes of late nights and weekends spent collecting and cleaning data cross your mind, accompanied by a sinking feeling when you think about the significant monetary investment made in computation power.  The joy you felt finding just the right hyperparameters that made the model unique and, you hoped, lucrative are now in the past.  After second-guessing what technical measures could have prevented…

A graphical depiction of data points (circles) classified into green (solid) and yellow (dots) regions

Will “Leaky” Machine Learning Usher in a New Wave of Lawsuits?

A computer science professor at Cornell University has a new twist on Marc Andreessen’s 2011 pronouncement that software is “eating the world.”  According to Vitaly Shmatikov, it is “machine learning [that] is eating the world” today.  His personification is clear: machine learning and other applications of artificial intelligence are disrupting society at a rate that shows little sign of leveling off.  With increasing numbers of companies and individual developers producing customer-facing AI systems, it seems all but inevitable that some of those systems will create unintended and unforeseen consequences, including harm to individuals and society at large.  Researchers like Shmatikov…