{
  "id": 5234220,
  "title": "Towards One-for-All Robustness Across a Continuum of Threat Levels",
  "url": "https://urgent.news/2026/09/02/towards-one-for-all-robustness-across-a-continuum-of-threat-levels",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-02T11:02:53.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.02440v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Adversarially robust models often overfit to a specific attack budget, necessitating multiple specialized models for diverse and dynamic adversarial environments, a strategy that becomes fundamentally intractable as the threat space grows. This raises an open challenge: can we achieve strong robustness across a continuum of threat levels within a single model? We propose the Threat Conditional…",
  "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."
}