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neural networks, covering representation, optimisation, generalisation, robustness and reliability, while remaining sufficiently tractable to inform engineering practice. A key objective is to transform
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, what structural or demographic patterns the model captures, and when its decisions are reliable enough to support scientific interpretation or decision-making. At the same time, explanations and learned
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