permutation-invariant

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#permutation-invariant

Existence-Field Diffusion Model for Spatial Point Processes with Variable Cardinality

arXiv cs.LG · 2026-07-30 Cached

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.

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#permutation-invariant

PRISMat: Policy-Driven, Permutation-Invariant Autoregressive Material Generation

arXiv cs.AI · 2026-05-19 Cached

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.

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