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Molecular generation models can now achieve 8.6x speedups and drastically reduce distribution errors by deferring identity probability calculations until needed, while retaining access to a full chemical vocabulary.
HiPoly links representation, prediction, and design in polymers, enabling the discovery of PFAS-free materials with targeted properties.