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Proposes the existence-field diffusion model (EFDM) that jointly models spatial locations and cardinality of point sets via a unified diffusion process with existence variables, eliminating the need for explicit discrete transitions.
PRISMat is a cost-effective, permutation-invariant autoregressive model for generating crystal slabs conditioned on surface properties, achieving 4× lower error than previous models while being more efficient than LLMs.