{"type": "article", "title": "DCFA: Dual-view Causal-inspired Attribution for Failure Reasoning in LLM-based Multi-agent Systems", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/dcfa-dual-view-causal-inspired-attribution-for-failure-reasoning-in-llm-based", "original_source": "https://www.machinebrief.com/news/dcfa-dual-view-causal-inspired-attribution-for-failure-reaso-qx81", "published": "2026-09-07T04:00:00+00:00", "accessed": "2026-09-07", "id": "dcfa-dual-view-causal-inspired-attribution-for-failure-reasoning-in-llm-based"}