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Stochastic micromagnetics can bypass sequential PDE integration entirely: horizon-conditioned flow matching over local rotation manifolds directly predicts stochastic full-field states while matching exact geometric invariants at a 3,062脳 speedup over MuMax鲁.
QUMem revolutionizes user-state inference by enabling LLMs to retrieve contextually relevant memories that evolve over time, outperforming existing methods on key benchmarks.
Visual-OPSD achieves a remarkable 14.3x speedup while boosting accuracy by over 3 percentage points, revealing the untapped potential of reasoning in visual thought generation.
LLMs struggle to explore multiple valid reasoning paths, often committing to a single route and missing alternative solutions, especially in complex, multi-step logical problems.
