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Oct 13 · Tuesday

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  1. DefensesarXiv 2610.05166

    安全动作不等于可行动作:VICS-G 为 VLA 策略做可行未来解码

    提出 VICS-G 可行未来解码,重排冻结 VLA 策略的动作候选

    Published
    Evaluated models
    SafeVLA (task-optimized / base), SafeVLA (safety-aligned / safe)
    Abstract作者用可行未来解码重排冻结 VLA 的下一步,并称 VICS-G 降低观测代价且完成率接近策略采样。

    训练无关解码器 VICS 在冻结 VLA 的推理阶段重排动作块,使当前选择带上该动作仍可能留下的安全完成质量。

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  2. HazardArena:面向 VLA 模型的语义安全评测基准

    提出 HazardArena 基准,用孪生场景评测 VLA 的语义安全

    Published
    Evaluated models
    OpenVLA-OFT, π0, NORA and others4
    Abstractsafe-only 微调提升良性执行,也提升匹配不安全孪生上的危险完成。

    HazardArena 评测 VLA 在运动要求不变时,能否因语义风险而停手。

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