{
  "id": 6536801,
  "title": "Semigroup-JEPA: Latent Dynamics Consistency for Zero-Shot Physics Generalization",
  "url": "https://urgent.news/2026/09/09/semigroup-jepa-latent-dynamics-consistency-for-zero-shot-physics",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-09T17:08:13.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.10464v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Joint-Embedding Predictive Architecture (JEPA) world models learn a compact latent representation of the world that supports prediction and planning, but their capability to learn physics and generate physically realistic dynamics remains hitherto untested. In this work, we introduce SemiGroup-JEPA (SG-JEPA), which extends the LeWorldModel framework by supplying the parameter governing 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."
}