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OMP: One-step Meanflow Policy with Directional Alignment

arXiv:2512.19347v3 Announce Type: replace Abstract: Robot manipulation has increasingly adopted data-driven generative policy frameworks, yet the field faces a persistent trade-off: diffusion models suffer from high inference latency, while flow-based methods often require complex architectural constraints. Although in image generation domain, the MeanFlow paradigm offers a path to single-step inference, its direct application to robotics is impeded by critical theoretical pathologies,...

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RiskFlow: Fast and Faithful Safety-Critical Traffic Scenario Generation

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Block the bombs: Support grows for US bill to restrict arms for Israel

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Al Jazeera 5d ago