{
  "id": 17905447,
  "title": "Vision-Language Models Are Joint Denoisers in Robotic Action Generation",
  "url": "https://urgent.news/2026/10/31/vision-language-models-are-joint-denoisers-in-robotic-action",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-31T19:29:39.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2611.01215v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Diffusion-based vision-language-action (VLA) models cascade pretrained vision-language models (VLMs) with diffusion action experts, but typically restrict the VLM to providing static conditioning. This separation limits how much pretrained perception and reasoning can guide action generation, especially in out-of-distribution settings. We introduce JADE, a Joint Action DEnoiser that enables the…",
  "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."
}