{
  "id": 4995043,
  "title": "Text-guided flow matching enables sample-efficient crystal structure generation",
  "url": "https://urgent.news/2026/09/01/text-guided-flow-matching-enables-sample-efficient-crystal-structure",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-01T11:07:18.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.01076v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Crystal generators can now propose periodic structures, but their control interfaces remain poorly matched to the mixed descriptors used in materials design. Text provides a compact way to combine composition, symmetry, prototype and property cues, yet it has not been clear whether such information can steer flow-based crystal generation. Here we introduce TFMat, a text-conditioned flow-matching…",
  "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."
}