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The MANNERS project handles the semi-grand canonical ensemble, jointly modeling continuous channels (atomic positions and volume) and discrete channels (atomic species), with the discrete part using a masked diffusion model, and derives a label cross-entropy loss whose conditional expectation corresponds exactly to the true denoising posterior.
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10/14/2026
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