Saturday 25 August 2018

Give AI curiosity, and it will watch TV forever

Most of the artificial intelligence used for translation, tagging photos on Facebook, and optimizing the best route for navigation relies on humans feeding the AI some information to start. We show the algorithms which sentences are equivalent in other languages, what a person looks like in different photos, and how to plot the ideal course for a car.

But some AI researchers are exploring how to give algorithms a sense of curiosity, so they can learn without any human guidance. New research from OpenAI, the non-profit AI lab founded by Elon Musk, Sam Altman, and other Silicon Valley bigwigs, in collaboration with researchers from UC Berkeley and the University of Edinburgh, has found that when an AI algorithm is given a simple definition of curiosity, it can, without any human-provided information, explore more than 50 video games—and even beat some of them.

But curiosity comes with a cost. The researchers also found that since the AI agent was rewarded for seeing new things, sometimes it would die on purpose just to see the Game Over screen, or become enrapt with a fake TV and its remote, flipping through channel after channel to find something new.

What is artificial curiosity?

The definition that OpenAI team used for artificial curiosity was relatively simple: The algorithm would try to predict what its environment would look like one frame into the future. When that next frame happened, the algorithm would be rewarded by how wrong it was. The idea is that if the algorithm could predict what would happen in the environment, it had seen it before.

That’s why the AI agents were so good at games like Super Mario—the game is based in exploring ahead and getting to the next level.

What’s so special about TV?

OpenAI researcher Harri Edwards tells Quartz that the idea for letting the AI agent flip through channels came from a thought experiment called the noisy-TV problem. The static on a TV is immensely random, so a curious AI agent could never truly predict what would happen next, and get drawn into watching the TV forever. In the real world, you could think of it as something completely random, like the way light shimmers off a waterfall.

Read More Here

Article Credit: Quartz

Go to Source

The post Give AI curiosity, and it will watch TV forever appeared first on Statii News.



source http://news.statii.co.uk/give-ai-curiosity-and-it-will-watch-tv-forever/

No comments:

Post a Comment