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, with the goal of explaining and anticipating behaviors observed in large neural networks. About the research agenda Our research agenda aims to develop analytically and empirically tractable toy models
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grounded in algorithmic information theory. Most AI research today is either mathematically clean but narrow, or practical but too opaque for rigorous safety analysis. We target a third category: methods
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