The Geometry of Reasoning and Learning in the Age of Agentic AI with Stefano Soatto

The Geometry of Reasoning and Learning in the Age of Agentic AI with Stefano Soatto

Author: UCTV May 7, 2026 Duration: 43:40
Artificial intelligence affects how we understand the behavior of machine learning systems. Stefano Soatto, VP of Applied Science, Amazon Web Services, explains how ideas from information geometry shape emerging theories of how these artifacts work. Soatto examines the natural gradient, the connections between geometry and concepts such as probability distributions, entropy, mutual information, and KL divergence, and the challenge of defining information in trained models, helping clarify how reasoning and learning can be understood in the era of AI. Series: "Kyoto Prize Symposium" [Science] [Show ID: 41494]

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Author: Language: en-us Episodes: 100

University of California Video Podcasts (Video)
Podcast Episodes
Where Are We Now? Bias in Health AI [not-audio_url] [/not-audio_url]

Duration: 35:15
Bias in health AI can shape who gets care, how fairly risk is measured, and whether automation helps or harms patients. Karandeep Singh, M.D., M.M.S.C. explains that predictive AI can reflect historical, representation,…
Is This Your Only Life? [not-audio_url] [/not-audio_url]

Duration: 1:20:13
Embodiment affects how we understand personhood, moral status, and whether this life is our only life. Mark Johnston, Henry Putnam University Professor, Princeton University, explains how competing theories of mind and m…
CARTA: The Costs of Big Brains with Alex Pollen [not-audio_url] [/not-audio_url]

Duration: 17:00
Human brain expansion is often discussed in terms of the genetic and molecular innovations that drove uniquely human cognitive abilities. Yet evolution is fundamentally a process of tradeoffs. Disproportionate expansion…
Artificial Intelligence in (AI-Driven) Healthcare [not-audio_url] [/not-audio_url]

Duration: 39:36
AI in healthcare raises urgent questions about bias, privacy, and power. Safiya U. Noble, Ph.D., examines how AI systems can reproduce social and racial inequities when they rely on incomplete data, hidden assumptions, a…
The Impact of AI on Business [not-audio_url] [/not-audio_url]

Duration: 44:02
Artificial intelligence is changing how businesses use data, make decisions, and organize work. UC San Diego Rady School of Management's Thomas Beyer looks at that evolution from the early push to collect as much data as…