Hallucination and Panic in Autonomous Systems

Paradigms and Applications
Erscheinungsjahr 2025
ISBN: 978-3-031-95206-7
Verlag: Springer

Buch, Englisch, 224 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 578 g

Reihe: Studies in Computational Intelligence

This book applies the powerful asymptotic limit theorems of information and control theories to understanding the dynamics of dysfunction in cognitive cultural artifacts encompassing individual minds, small social groupings, institutions, machine systems, and their many critical composites. A particular focus is on attempts to build ‘intelligent machines’ that would supposedly rival or surpass human minds. All such efforts are blindsided by the reality that all such machines are cultural artifacts of those who build them, closely reflecting cultural priorities and blindness, and that intelligent entities lacking the feedback of high-speed embodiment must endure exaggerated levels of failure by fabulation and hallucination. A principal feature is the detailed working-out of many probability models that can serve as the foundation of statistical tools for the analysis of real-time, real-world data on cognitive failure across a broad range of modes, scales, and levels of organization.

Zielgruppe

Research

Autoren/Hrsg.

Wallace, Rodrick

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Technische Wissenschaften Elektronik | Nachrichtentechnik Nachrichten- und Kommunikationstechnik Regelungstechnik

Inhaltsverzeichnis

‘Machine Intelligence’ is an oxymoron without real-time embodiment and regulation.- Dreams of reason: ‘AGI’, ‘Machine Consciousness’ and foundational embodiment.- The regulation and stabilization of embodied cognition.- A reformulation: culture itself as an information source.- Wicked problems.- High Frequency Trading and its discontents.- Subtleties.- The Scylla and Charybdis of intelligence: compression vs. complication.- Mission Command.- The psychopathologies of cultural artifacts.

Über Autor(innen)

Rodrick Wallace is a research scientist in the Division of Epidemiology at the New York State Psychiatric Institute, affiliated with the Columbia University Department of Psychiatry. He has an undergraduate degree in mathematics and a Ph.D. in physics from Columbia and completed postdoctoral training in the epidemiology of mental disorders at Rutgers. He worked as a public interest lobbyist, including two decades conducting empirical studies of fire service deployment, and subsequently received an Investigator Award in Health Policy Research from the Robert Wood Johnson Foundation. In addition to material on public health and public policy, he has published peer-reviewed studies modeling evolutionary process and heterodox economics, as well as many quantitative analyses of institutional, machine, and biological cognition. He publishes extensively in the military science literature and received one of the UK MoD RUSI Trench Gascoigne Essay Awards.