{"type": "article", "title": "Certification from Examples is Hard for Circuits and Transformers under Minimal Overparametrization", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/certification-from-examples-is-hard-for-circuits-and-transformers-under-minimal", "original_source": "https://arxiv.org/abs/2605.22964", "published": "2026-05-25T04:00:00+00:00", "accessed": "2026-07-10", "id": "certification-from-examples-is-hard-for-circuits-and-transformers-under-minimal"}