{"type": "article", "title": "Weak Ties, Strong Signals: Efficient Training Data Detection in Diffusion LLMs via Independent Token Sampling", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/weak-ties-strong-signals-efficient-training-data-detection-in-diffusion-llms-via", "original_source": "https://arxiv.org/abs/2609.22145", "published": "2026-09-22T04:00:00+00:00", "accessed": "2026-09-22", "id": "weak-ties-strong-signals-efficient-training-data-detection-in-diffusion-llms-via"}