
        Natural hazard analysis requires choosing scientific methods that are both appropriate for an event and executable with available data and tools, and those choices may need revising as evidence emerges. HazardWeaver frames this as state-dependent route selection. A Hazard Knowledge Compiler extracts applicability conditions, a Hazard Capability Graph checks input–output compatibility between executable capabilities, and an agent selects, runs, and revises workflows. Evaluated on a 141-instance benchmark spanning seven hazards and four multi-hazard interaction classes, it outperforms existing agents, especially with multiple valid routes.

Authors: Wangshu Zhu, Xueqi Cheng, Liang Wu, Yushun Dong

Paper: https://arxiv.org/abs/2610.03591v1
      

Natural hazard analysis requires choosing scientific methods that are both appropriate for an event and executable with available data and tools, and those choices may need revising as evidence emerges. HazardWeaver frames this as state-dependent route se

Natural hazard analysis requires choosing scientific methods that are both appropriate for an event and executable with available data and tools, and those choices may need revising as evidence emerges. HazardWeaver frames this as state-dependent route selection. A Hazard Knowledge Compiler extracts applicability conditions, a Hazard Capability Graph checks input–output compatibility between executable capabilities, and an agent selects, runs, and revises workflows. Evaluated on a 141-instance benchmark spanning seven hazards and four multi-hazard interaction classes, it outperforms existing agents, especially with multiple valid routes.

Authors: Wangshu Zhu, Xueqi Cheng, Liang Wu, Yushun Dong

Paper: https://arxiv.org/abs/2610.03591v1

HazardWeaver: Scientific Route Selection for Hazard Analysis Agents

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