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Large Language Models and Emergence: A Complex Systems Perspective (Prof. David C. Krakauer)

Machine Learning Street Talk (MLST)

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Emergence and Agency in Complex Systems

This chapter explores the concept of emergence, distinguishing between 'knowledge out' and 'knowledge in' within various systems. It discusses the interplay between causality and emergence, presenting a framework for understanding agency that links cognitive processes to adaptive behaviors. Through examples from multiple disciplines, the chapter illustrates how collective intelligence and communication contribute to emergent properties in complex systems.

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