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Isaac Asimov novelQuanta Magazine
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Lenka Zdeborová leads the Statistical Physics of Computation Laboratory at the Swiss Federal Institute of Technology Lausanne .
Her work focuses on how the physics of phase transitions in matter — such as water freezing into ice — can help model the behavior of algorithms, especially those used in machine learning.
In recent work, we did find a phase transition in the performance of a simplified version of a large language model.
This is a baby step toward understanding emergent properties in large language models, he says.
The analogy I really like is to thermodynamics of machine learning, and I would love to be that person.
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