{"type": "article", "title": "Efficient LLM Adversarial Training via Low-Rank Defense and Circuit-Guided Surrogates", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/efficient-llm-adversarial-training-via-low-rank-defense-and-circuit-guided", "original_source": "https://www.machinebrief.com/news/efficient-llm-adversarial-training-via-low-rank-defense-and-bmqr", "published": "2026-08-03T04:00:00+00:00", "accessed": "2026-08-03", "id": "efficient-llm-adversarial-training-via-low-rank-defense-and-circuit-guided"}