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University of Cambridge
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Sparse attention in video diffusion models can be corrected using cached dense refinements, recovering fidelity without altering the reuse schedule.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.