{
  "id": 17912067,
  "title": "Knowledge-Guided Floodwater Level Reasoning for Cloud-Edge Collaborative Monitoring",
  "url": "https://urgent.news/2026/11/01/knowledge-guided-floodwater-level-reasoning-for-cloud-edge",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-01T15:07:07.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2611.01970v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Frequent urban floodwater poses a serious threat to the safety and efficiency of intelligent transportation systems. Existing vision-based methods for floodwater level detection face two main limitations. First, the lack of explicit reasoning leads to poor detection performance and little interpretability. Second, these methods struggle to generalize to the complex and varied real-world road…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}