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Nature Machine Intelligence, Published online: 25 March 2026; doi:10.1038/s42256-026-01195-y

Frank et al. introduce Euclidean fast attention, a linear-scaling framework for 3D data. By leveraging Euclidean rotary encodings, the method overcomes the quadratic cost of standard attention to accurately capture long-range effects in physical systems.

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