AI in physics must preserve the evidence as well as accelerate the calculation

Machine learning is selecting collisions, reconstructing particles and replacing expensive simulations. Its scientific value depends on whether faster methods preserve the rare events, uncertainties and physical distinctions that researchers need to test.

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