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Flow-matching models can yield explicit scalar energies that enhance data generation and out-of-distribution detection while simplifying the sampling process in PDE fields.
Atomic movements enable a new level of control and coherence in dance generation, transforming how machines interpret and produce choreography.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.