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Huawei
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FlowTrain redefines VLM training efficiency, achieving up to 1.7x throughput improvements by decoupling execution and optimizing resource allocation.
LLMs can fail to generalize knowledge edits to instruction-following scenarios due to a "Covariance Trap," but RoSE unlocks robust interactive parametric memory by aligning representations and smoothing the optimization landscape.
