{
  "id": 16167,
  "url": "https://arxiv.org/abs/2608.01414v1",
  "title": "No Single Neuron of Failure: Distributed Safety Alignment Against White-Box Attacks",
  "summary": "With the rapid release of open-weight large foundation models, safety threats are shifting from black-box jailbreaks to neuron-level white-box attacks that directly identify and manipulate safety-related neurons. Existing alignment methods often investigate the safety behavior on a small number of neurons, creating fragile single point of failure with limited redundancy. To address this issue, we propose distributed safety alignment (DSA), which redundantly encodes safety capabilities across mul",
  "authors": "Simiao Xie, Chuancheng Shi, Shangze Li, Wenhua Wu, Fei Shen, Ying Zhou, Zhiyong Wang, Tat-Seng Chua",
  "category": "research",
  "topics": "safety-alignment,finance-investment",
  "orgs": null,
  "regions": null,
  "published_at": "2026-08-02T17:49:07.000Z",
  "fetched_at": "2026-08-04T05:10:21.797Z",
  "source_slug": "x-arxiv-red-teaming-query",
  "source_name": "arXiv red teaming query",
  "source_homepage": "https://arxiv.org/a/redteam",
  "ethics_ai_record_url": "https://ethics.ai/record/16167",
  "original_url": "https://arxiv.org/abs/2608.01414v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}