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​Recent advances in artificial intelligence, including deep learning, large language models, and generative AI, stand poised to transform our economy, society and the very nature of scientific research itself. However, quite alarmingly, this rapid engineering progress far outstrips the rate at which we can scientifically understand it.

​Recent advances in artificial intelligence, including deep learning, large language models, and generative AI, stand poised to transform our economy, society and the very nature of scientific research itself. However, quite alarmingly, this rapid engineering progress far outstrips the rate at which we can scientifically understand it. Our collaboration thus seeks to elucidate fundamental scientific principles underlying AI. To do so, we employ and develop powerful tools for complex systems analysis from physics, mathematics, computer science, neuroscience, and statistics to understand how…

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