As policymakers in the U.S. and globally consider how to govern artificial intelligence technology, Berkeley researchers have joined with others to recommend opportunities to develop evidence-based AI policy.As policymakers in the U.S. and globally consider how to govern artificial intelligence technology, Berkeley researchers have joined with others to recommend opportunities to develop evidence-based AI policy.Machine learning & AI[#item_full_content]

In a world obsessed with shortcuts to success and wealth, Mia Zelu is the ultimate fantasy: A virtual influencer who skipped the everyday grind and even the basic requirement of existing. But audiences are still double-tapping.In a world obsessed with shortcuts to success and wealth, Mia Zelu is the ultimate fantasy: A virtual influencer who skipped the everyday grind and even the basic requirement of existing. But audiences are still double-tapping.Business[#item_full_content]

Is it The Velvet Underground or Velvet Sundown? The fictitious rock group, Velvet Sundown, which comes complete with AI-generated music, lyrics and album art, is stoking debate about how the new technology is blurring the line between the real and synthetic in the music industry, and whether creators should be transparent with their audience.Is it The Velvet Underground or Velvet Sundown? The fictitious rock group, Velvet Sundown, which comes complete with AI-generated music, lyrics and album art, is stoking debate about how the new technology is blurring the line between the real and synthetic in the music industry, and whether creators should be transparent with their audience.Consumer & Gadgets[#item_full_content]

Joint research led by Sosuke Ito of the University of Tokyo has shown that nonequilibrium thermodynamics, a branch of physics that deals with constantly changing systems, explains why optimal transport theory, a mathematical framework for the optimal change of distribution to reduce cost, makes generative models optimal. As nonequilibrium thermodynamics has yet to be fully leveraged in designing generative models, the discovery offers a novel thermodynamic approach to machine learning research. The findings were published in the journal Physical Review X.Joint research led by Sosuke Ito of the University of Tokyo has shown that nonequilibrium thermodynamics, a branch of physics that deals with constantly changing systems, explains why optimal transport theory, a mathematical framework for the optimal change of distribution to reduce cost, makes generative models optimal. As nonequilibrium thermodynamics has yet to be fully leveraged in designing generative models, the discovery offers a novel thermodynamic approach to machine learning research. The findings were published in the journal Physical Review X.Machine learning & AI[#item_full_content]