{"type": "article", "title": "When GNNs Fail: Quantifying and Overcoming Temporal Correlation Volatility in Time Series", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/when-gnns-fail-quantifying-and-overcoming-temporal-correlation-volatility-in", "original_source": "https://www.machinebrief.com/news/when-gnns-fail-quantifying-and-overcoming-temporal-correlati-ewt1", "published": "2026-08-10T04:00:00+00:00", "accessed": "2026-08-10", "id": "when-gnns-fail-quantifying-and-overcoming-temporal-correlation-volatility-in"}