Methods and systems for detecting problematic floating nodes in an electronic circuit or electronic circuit design are presented. Floating node detection methods and systems use graph crawling techniques in combination with machine learning to perform an exhaustive search for floating nodes without requiring the use of expensive commercial simulation tools.